From 057f940743b4e5efeac03f16dc9dd5ded4086baf Mon Sep 17 00:00:00 2001
From: Natan Yellin <aantn@users.noreply.github.com>
Date: Fri, 22 Nov 2024 21:16:54 +0200
Subject: [PATCH 1/5] Improve logging (#211)

---
 holmes/core/llm.py              |  7 ------
 holmes/core/tool_calling_llm.py |  4 ++--
 holmes/main.py                  | 41 ++++++++++++++++-----------------
 3 files changed, 22 insertions(+), 30 deletions(-)

diff --git a/holmes/core/llm.py b/holmes/core/llm.py
index 7167c771..0c8d5be0 100644
--- a/holmes/core/llm.py
+++ b/holmes/core/llm.py
@@ -125,14 +125,7 @@ def completion(self, messages: List[Dict[str, Any]], tools: Optional[List[Tool]]
             drop_params=drop_params
         )
 
-
-
         if isinstance(result, ModelResponse):
-            response = result.choices[0]
-            response_message = response.message
-            # when asked to run tools, we expect no response other than the request to run tools unless bedrock
-            if response_message.content and ('bedrock' not in self.model and logging.DEBUG != logging.root.level):
-                logging.warning(f"got unexpected response when tools were given: {response_message.content}")
             return result
         else:
             raise Exception(f"Unexpected type returned by the LLM {type(result)}")
diff --git a/holmes/core/tool_calling_llm.py b/holmes/core/tool_calling_llm.py
index 89f1e0fe..6efebb88 100644
--- a/holmes/core/tool_calling_llm.py
+++ b/holmes/core/tool_calling_llm.py
@@ -118,7 +118,7 @@ def call(
                     messages, max_context_size, maximum_output_token
                 )
 
-            logging.debug(f"sending messages {messages}")
+            logging.debug(f"sending messages={messages}\n\ntools={tools}")
             try:
                 full_response = self.llm.completion(
                     messages=parse_messages_tags(messages),
@@ -128,7 +128,7 @@ def call(
                     response_format=response_format,
                     drop_params=True,
                 )
-                logging.debug(f"got response {full_response}")
+                logging.debug(f"got response {full_response.to_json()}")
             # catch a known error that occurs with Azure and replace the error message with something more obvious to the user
             except BadRequestError as e:
                 if (
diff --git a/holmes/main.py b/holmes/main.py
index 10568d58..bfc0b79d 100644
--- a/holmes/main.py
+++ b/holmes/main.py
@@ -51,7 +51,7 @@
 
 class Verbosity(Enum):
     NORMAL = 0
-    LOG_QUERIES = 1
+    LOG_QUERIES = 1  # TODO: currently unused
     VERBOSE = 2
     VERY_VERBOSE = 3
 
@@ -65,24 +65,7 @@ def cli_flags_to_verbosity(verbose_flags: List[bool]) -> Verbosity:
     else:
         return Verbosity.VERY_VERBOSE
 
-def init_logging(verbose_flags: List[bool] = None):
-    verbosity = cli_flags_to_verbosity(verbose_flags)
-
-    if verbosity == Verbosity.VERY_VERBOSE:
-        logging.basicConfig(level=logging.DEBUG, format="%(message)s", handlers=[RichHandler(show_level=False, show_time=False)])
-    else:
-        logging.basicConfig(level=logging.INFO, format="%(message)s", handlers=[RichHandler(show_level=False, show_time=False)])
-
-    if verbosity.value >= Verbosity.NORMAL.value:
-        logging.info(f"verbosity is {verbosity}")
-
-    if verbosity.value >= Verbosity.LOG_QUERIES.value:
-        # TODO
-        pass
-
-    if verbosity.value >= Verbosity.VERBOSE.value:
-        logging.getLogger().setLevel(logging.DEBUG)
-
+def suppress_noisy_logs():
     # disable INFO logs from OpenAI
     logging.getLogger("httpx").setLevel(logging.WARNING)
     # disable INFO logs from LiteLLM
@@ -94,8 +77,24 @@ def init_logging(verbose_flags: List[bool] = None):
     logging.getLogger("openai._base_client").setLevel(logging.INFO)
     logging.getLogger("httpcore").setLevel(logging.INFO)
     logging.getLogger("markdown_it").setLevel(logging.INFO)
-    # Suppress UserWarnings from the slack_sdk module
+    # suppress UserWarnings from the slack_sdk module
     warnings.filterwarnings("ignore", category=UserWarning, module="slack_sdk.*")
+
+def init_logging(verbose_flags: List[bool] = None):
+    verbosity = cli_flags_to_verbosity(verbose_flags)
+
+    if verbosity == Verbosity.VERY_VERBOSE:
+        logging.basicConfig(level=logging.DEBUG, format="%(message)s", handlers=[RichHandler(show_level=False, show_time=False)])
+    elif verbosity == Verbosity.VERBOSE:
+        logging.basicConfig(level=logging.INFO, format="%(message)s", handlers=[RichHandler(show_level=False, show_time=False)])
+        logging.getLogger().setLevel(logging.DEBUG)
+        suppress_noisy_logs()
+    else:
+        logging.basicConfig(level=logging.INFO, format="%(message)s", handlers=[RichHandler(show_level=False, show_time=False)])
+        suppress_noisy_logs()
+
+    logging.debug(f"verbosity is {verbosity}")
+
     return Console()
 
 # Common cli options
@@ -138,7 +137,7 @@ def init_logging(verbose_flags: List[bool] = None):
     [],
     "--verbose",
     "-v",
-    help="Verbose output. You can pass multiple times to increase the verbosity. e.g. -v or -vv or -vvv or -vvvv",
+    help="Verbose output. You can pass multiple times to increase the verbosity. e.g. -v or -vv or -vvv",
 )
 opt_echo_request: bool = typer.Option(
     True,

From 3383b2f451bc5f29e4061806d4b1ce4570f36c2b Mon Sep 17 00:00:00 2001
From: Tomer <tomer@robusta.dev>
Date: Sun, 24 Nov 2024 11:13:33 +0200
Subject: [PATCH 2/5] Curl in base (#212)

---
 Dockerfile | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/Dockerfile b/Dockerfile
index 1fe13f9a..2663198c 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -70,6 +70,8 @@ RUN python -m playwright install firefox --with-deps
 # We're installing here libexpat1, to upgrade the package to include a fix to 3 high CVEs. CVE-2024-45491,CVE-2024-45490,CVE-2024-45492
 RUN apt-get update \
     && apt-get install -y \
+    curl \
+    jq \
     git \
     apt-transport-https \
     gnupg2 \

From 57951e1a4735b356bd5e816e131e0f182fe1e298 Mon Sep 17 00:00:00 2001
From: Nicolas Herment <nherment@users.noreply.github.com>
Date: Mon, 25 Nov 2024 09:45:20 +0100
Subject: [PATCH 3/5] Add llm evaluations (#204)

This PR has mostly 3 changes:
- Improvement of the prompt to prevent the LLM mentioning separately
`kubectl logs` and `kubectl logs --previous`
- Introduction of a test suite for investigations, including the ability
to mock the DB access
- Integration with brantrust,dev although that code is currently
commented out as I need to talk to them as I hit the freemium limits.


It's a big PR and most of it is the refactor of the existing mock
mechanism to work well with the DAL.
---
 .gitignore                                    |    2 +
 holmes/config.py                              |    7 +-
 holmes/core/investigation.py                  |   47 +
 holmes/core/supabase_dal.py                   |   12 +-
 holmes/core/tool_calling_llm.py               |    2 +-
 .../prompts/_general_instructions.jinja2      |    5 +-
 poetry.lock                                   | 2268 +++++------------
 pyproject.toml                                |    3 +-
 server.py                                     |   41 +-
 tests/llm/__init__.py                         |    0
 .../kubectl_find_resource.txt}                |    0
 .../kubectl_find_resource_node.txt            |    0
 .../kubectl_find_resource_pod_by_keyword.txt  |   23 +
 .../kubectl_find_resource_pod_by_name.txt     |    0
 .../1_how_many_pods/kubectl_get.txt           |    0
 .../1_how_many_pods/kubectl_get_all.txt       |    0
 .../1_how_many_pods/kubectl_get_node.txt      |    3 +
 .../1_how_many_pods/kubectl_get_pod.txt       |    2 +
 .../1_how_many_pods/kubectl_top_pods.txt      |    6 +
 .../1_how_many_pods/test_case.yaml            |    0
 .../kubectl_describe.txt                      |    0
 .../kubectl_find_resource.txt                 |    0
 .../2_what_is_wrong_with_pod/kubectl_logs.txt |    0
 .../kubectl_previous_logs.txt                 |    0
 .../2_what_is_wrong_with_pod/test_case.yaml   |    0
 .../kubectl_describe.txt                      |    0
 .../kubectl_get_all.txt                       |    0
 .../kubectl_get_pod.txt                       |    0
 .../test_case.yaml                            |    0
 .../4_related_k8s_events/kubectl_describe.txt |    0
 .../4_related_k8s_events/kubectl_events.txt   |    0
 .../kubectl_find_resource.txt                 |    0
 .../kubectl_lineage_parents.txt               |    0
 .../4_related_k8s_events/test_case.yaml       |    0
 .../5_image_version/kubectl_find_resource.txt |    0
 .../5_image_version/kubectl_get_yaml.txt      |    0
 .../5_image_version/test_case.yaml            |    0
 .../6_explain_issue/fetch_finding_by_id.txt   |    0
 .../6_explain_issue/test_case.yaml            |    0
 .../01_oom_kill/investigate_request.json      |   23 +
 .../01_oom_kill/issue_data.json               |    1 +
 .../01_oom_kill/kubectl_describe.txt          |    6 +
 .../01_oom_kill/kubectl_find_resource_1.txt   |    5 +
 .../01_oom_kill/kubectl_find_resource_2.txt   |    5 +
 .../01_oom_kill/kubectl_find_resource_3.txt   |    5 +
 .../01_oom_kill/kubectl_get_all.txt           |   47 +
 .../01_oom_kill/kubectl_logs.txt              |    6 +
 .../01_oom_kill/kubectl_previous_logs.txt     |    6 +
 .../01_oom_kill/resource_instructions.json    |    1 +
 .../01_oom_kill/test_case.yaml                |   37 +
 .../02_crashloop_backoff/fetch_finding.txt    |   47 +
 .../investigate_request.json                  |   20 +
 .../02_crashloop_backoff/issue_data.json      |    1 +
 .../02_crashloop_backoff/kubectl_describe.txt |   72 +
 .../kubectl_describe_pod.txt                  |    6 +
 .../kubectl_find_resource.txt                 |    5 +
 .../02_crashloop_backoff/kubectl_get_all.txt  |   65 +
 .../02_crashloop_backoff/kubectl_logs.txt     |    6 +
 .../kubectl_previous_logs.txt                 |    6 +
 .../resource_instructions.json                |    1 +
 .../02_crashloop_backoff/test_case.yaml       |   32 +
 .../03_cpu_throttling/fetch_finding_by_id.txt |    3 +
 .../investigate_request.json                  |   20 +
 .../03_cpu_throttling/issue_data.json         |    1 +
 .../03_cpu_throttling/kubectl_describe.txt    |    6 +
 .../kubectl_find_resource.txt                 |    5 +
 .../03_cpu_throttling/kubectl_get_all.txt     |   65 +
 .../03_cpu_throttling/kubectl_logs.txt        |    6 +
 .../kubectl_previous_logs.txt                 |    6 +
 .../resource_instructions.json                |    1 +
 .../03_cpu_throttling/test_case.yaml          |   22 +
 .../fetch_finding_by_id.txt                   |   42 +
 .../investigate_request.json                  |   22 +
 .../04_image_pull_backoff/issue_data.json     |   41 +
 .../kubectl_describe.txt                      |   61 +
 .../04_image_pull_backoff/kubectl_logs.txt    |    3 +
 .../kubectl_previous_logs.txt                 |    3 +
 .../resource_instructions.json                |    1 +
 .../04_image_pull_backoff/test_case.yaml      |   18 +
 .../05_crashpod/fetch_finding_by_id.txt       |    3 +
 .../05_crashpod/investigate_request.json      |   22 +
 .../05_crashpod/issue_data.json               |    1 +
 .../05_crashpod/kubectl_describe.txt          |    6 +
 .../05_crashpod/kubectl_find_resource.txt     |    5 +
 .../kubectl_find_resource_w_namespace.txt     |    5 +
 .../05_crashpod/kubectl_get_all.txt           |   65 +
 .../05_crashpod/kubectl_logs.txt              |    6 +
 .../05_crashpod/kubectl_previous_logs.txt     |    6 +
 .../05_crashpod/resource_instructions.json    |    1 +
 .../05_crashpod/test_case.yaml                |   27 +
 .../06_job_failure/fetch_finding_by_id.txt    |   77 +
 .../06_job_failure/investigate_request.json   |   22 +
 .../06_job_failure/issue_data.json            |   76 +
 .../06_job_failure/kubectl_describe.txt       |   45 +
 .../06_job_failure/kubectl_get.txt            |    3 +
 .../06_job_failure/kubectl_logs.txt           |    6 +
 .../06_job_failure/kubectl_logs_tgmn7.txt     |    6 +
 .../06_job_failure/kubectl_previous_logs.txt  |    6 +
 .../kubectl_previous_logs_tgmn7.txt           |    6 +
 .../06_job_failure/resource_instructions.json |    1 +
 .../06_job_failure/test_case.yaml             |   16 +
 .../fetch_finding_by_id.txt                   |    3 +
 .../investigate_request.json                  |   22 +
 .../07_job_syntax_error/issue_data.json       |    1 +
 .../kubectl_describe_job.txt                  |   40 +
 .../kubectl_describe_pod.txt                  |   61 +
 .../kubectl_find_resource.txt                 |    9 +
 .../07_job_syntax_error/kubectl_get.txt       |    6 +
 .../07_job_syntax_error/kubectl_get_all.txt   |   65 +
 .../kubectl_lineage_children.txt              |   44 +
 .../07_job_syntax_error/kubectl_logs.txt      |    5 +
 .../kubectl_logs_5fdj6.txt                    |    5 +
 .../kubectl_logs_bg7vg.txt                    |    5 +
 .../kubectl_previous_logs.txt                 |    5 +
 .../resource_instructions.json                |    1 +
 .../07_job_syntax_error/test_case.yaml        |   26 +
 .../fetch_finding_by_id.txt                   |    3 +
 .../investigate_request.json                  |   22 +
 .../08_memory_pressure/issue_data.json        |    1 +
 .../08_memory_pressure/kubectl_describe.txt   |  103 +
 .../08_memory_pressure/kubectl_get.txt        |    6 +
 .../08_memory_pressure/kubectl_get_all.txt    |    8 +
 .../08_memory_pressure/kubectl_top_pods.txt   |    6 +
 .../resource_instructions.json                |    1 +
 .../08_memory_pressure/test_case.yaml         |   19 +
 .../09_high_latency/fetch_finding_by_id.txt   |   21 +
 .../09_high_latency/investigate_request.json  |   22 +
 .../09_high_latency/issue_data.json           |   20 +
 .../kubectl_describe_deployment.txt           |   47 +
 .../09_high_latency/kubectl_describe_pod.txt  |   68 +
 .../09_high_latency/kubectl_find_resource.txt |    5 +
 .../09_high_latency/kubectl_get.txt           |    6 +
 .../09_high_latency/kubectl_get_all.txt       |   65 +
 .../kubectl_lineage_children.txt              |   19 +
 .../09_high_latency/kubectl_logs.txt          |  247 ++
 .../kubectl_logs_incorrect.txt                |    2 +
 .../09_high_latency/kubectl_previous_logs.txt |    7 +
 .../09_high_latency/kubectl_top_pods.txt      |    6 +
 .../resource_instructions.json                |    1 +
 .../09_high_latency/test_case.yaml            |   16 +
 tests/llm/test_ask_holmes.py                  |  108 +
 tests/llm/test_investigate.py                 |  258 ++
 tests/{ => llm}/test_mocks.py                 |    6 +-
 tests/llm/utils/__init__.py                   |    0
 tests/llm/utils/classifiers.py                |   60 +
 tests/llm/utils/constants.py                  |    4 +
 tests/llm/utils/mock_dal.py                   |   71 +
 tests/{ => llm/utils}/mock_toolset.py         |    2 +-
 tests/llm/utils/mock_utils.py                 |  206 ++
 tests/llm/utils/system.py                     |   31 +
 tests/test_chat.py                            |   83 -
 tests/test_fetch_url.py                       |    9 +-
 tests/utils.py                                |  105 -
 153 files changed, 3622 insertions(+), 1901 deletions(-)
 create mode 100644 holmes/core/investigation.py
 create mode 100644 tests/llm/__init__.py
 rename tests/{fixtures/test_chat/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt => llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource.txt} (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/1_how_many_pods/kubectl_find_resource_node.txt (100%)
 create mode 100644 tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/1_how_many_pods/kubectl_find_resource_pod_by_name.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/1_how_many_pods/kubectl_get.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/1_how_many_pods/kubectl_get_all.txt (100%)
 create mode 100644 tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_node.txt
 create mode 100644 tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_pod.txt
 create mode 100644 tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_top_pods.txt
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/1_how_many_pods/test_case.yaml (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/2_what_is_wrong_with_pod/kubectl_describe.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/2_what_is_wrong_with_pod/kubectl_find_resource.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/2_what_is_wrong_with_pod/kubectl_logs.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/2_what_is_wrong_with_pod/kubectl_previous_logs.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/2_what_is_wrong_with_pod/test_case.yaml (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/3_what_is_the_command_to_port_forward/kubectl_describe.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/3_what_is_the_command_to_port_forward/kubectl_get_all.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/3_what_is_the_command_to_port_forward/kubectl_get_pod.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/3_what_is_the_command_to_port_forward/test_case.yaml (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/4_related_k8s_events/kubectl_describe.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/4_related_k8s_events/kubectl_events.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/4_related_k8s_events/kubectl_find_resource.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/4_related_k8s_events/kubectl_lineage_parents.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/4_related_k8s_events/test_case.yaml (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/5_image_version/kubectl_find_resource.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/5_image_version/kubectl_get_yaml.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/5_image_version/test_case.yaml (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/6_explain_issue/fetch_finding_by_id.txt (100%)
 rename tests/{fixtures/test_chat => llm/fixtures/test_ask_holmes}/6_explain_issue/test_case.yaml (100%)
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_1.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_2.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_3.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/01_oom_kill/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/fetch_finding.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe_pod.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_find_resource.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/02_crashloop_backoff/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_find_resource.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/03_cpu_throttling/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/04_image_pull_backoff/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource_w_namespace.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/05_crashpod/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_get.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs_tgmn7.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs_tgmn7.txt
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/06_job_failure/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_job.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_pod.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_find_resource.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_lineage_children.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_5fdj6.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_bg7vg.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/07_job_syntax_error/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_describe.txt
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get.txt
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_top_pods.txt
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/08_memory_pressure/test_case.yaml
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/fetch_finding_by_id.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/investigate_request.json
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/issue_data.json
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_deployment.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_pod.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_find_resource.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get_all.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_lineage_children.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs_incorrect.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_previous_logs.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/kubectl_top_pods.txt
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/resource_instructions.json
 create mode 100644 tests/llm/fixtures/test_investigate/09_high_latency/test_case.yaml
 create mode 100644 tests/llm/test_ask_holmes.py
 create mode 100644 tests/llm/test_investigate.py
 rename tests/{ => llm}/test_mocks.py (97%)
 create mode 100644 tests/llm/utils/__init__.py
 create mode 100644 tests/llm/utils/classifiers.py
 create mode 100644 tests/llm/utils/constants.py
 create mode 100644 tests/llm/utils/mock_dal.py
 rename tests/{ => llm/utils}/mock_toolset.py (98%)
 create mode 100644 tests/llm/utils/mock_utils.py
 create mode 100644 tests/llm/utils/system.py
 delete mode 100644 tests/test_chat.py
 delete mode 100644 tests/utils.py

diff --git a/.gitignore b/.gitignore
index 83b1ca3c..0f64441f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -161,3 +161,5 @@ cython_debug/
 playwright.png
 .deepeval*
 pyrightconfig.json
+
+*.AUTOGENERATED
diff --git a/holmes/config.py b/holmes/config.py
index bba14414..ed99b302 100644
--- a/holmes/config.py
+++ b/holmes/config.py
@@ -10,6 +10,7 @@
 from pydash.arrays import concat
 from rich.console import Console
 
+
 from holmes.core.runbooks import RunbookManager
 from holmes.core.supabase_dal import SupabaseDal
 from holmes.core.tool_calling_llm import (IssueInvestigator, ToolCallingLLM,
@@ -102,7 +103,7 @@ def load_from_env(cls):
                 kwargs[field_name] = val
         return cls(**kwargs)
 
-    def _create_tool_executor(
+    def create_tool_executor(
         self, console: Console, allowed_toolsets: ToolsetPattern, dal:Optional[SupabaseDal]
     ) -> ToolExecutor:
         all_toolsets = load_builtin_toolsets(dal=dal)
@@ -146,7 +147,7 @@ def _create_tool_executor(
     def create_toolcalling_llm(
         self, console: Console, allowed_toolsets: ToolsetPattern, dal:Optional[SupabaseDal] = None
     ) -> ToolCallingLLM:
-        tool_executor = self._create_tool_executor(console, allowed_toolsets, dal)
+        tool_executor = self.create_tool_executor(console, allowed_toolsets, dal)
         return ToolCallingLLM(
             tool_executor,
             self.max_steps,
@@ -164,7 +165,7 @@ def create_issue_investigator(
             all_runbooks.extend(load_runbooks_from_file(runbook_path))
 
         runbook_manager = RunbookManager(all_runbooks)
-        tool_executor = self._create_tool_executor(console, allowed_toolsets, dal)
+        tool_executor = self.create_tool_executor(console, allowed_toolsets, dal)
         return IssueInvestigator(
             tool_executor,
             runbook_manager,
diff --git a/holmes/core/investigation.py b/holmes/core/investigation.py
new file mode 100644
index 00000000..042dcfd2
--- /dev/null
+++ b/holmes/core/investigation.py
@@ -0,0 +1,47 @@
+
+from rich.console import Console
+from holmes.common.env_vars import ALLOWED_TOOLSETS, HOLMES_POST_PROCESSING_PROMPT
+from holmes.config import Config
+from holmes.core.issue import Issue
+from holmes.core.models import InvestigateRequest, InvestigationResult
+from holmes.core.supabase_dal import SupabaseDal
+from holmes.utils.robusta import load_robusta_api_key
+
+
+def investigate_issues(investigate_request: InvestigateRequest, dal: SupabaseDal, config: Config, console:Console):
+    load_robusta_api_key(dal=dal, config=config)
+    context = dal.get_issue_data(
+        investigate_request.context.get("robusta_issue_id")
+    )
+
+    resource_instructions = dal.get_resource_instructions(
+        "alert", investigate_request.context.get("issue_type")
+    )
+    raw_data = investigate_request.model_dump()
+    if context:
+        raw_data["extra_context"] = context
+
+    ai = config.create_issue_investigator(
+        console, allowed_toolsets=ALLOWED_TOOLSETS, dal=dal
+    )
+    issue = Issue(
+        id=context["id"] if context else "",
+        name=investigate_request.title,
+        source_type=investigate_request.source,
+        source_instance_id=investigate_request.source_instance_id,
+        raw=raw_data,
+    )
+
+    investigation = ai.investigate(
+        issue,
+        prompt=investigate_request.prompt_template,
+        console=console,
+        post_processing_prompt=HOLMES_POST_PROCESSING_PROMPT,
+        instructions=resource_instructions,
+    )
+
+    return InvestigationResult(
+        analysis=investigation.result,
+        tool_calls=investigation.tool_calls or [],
+        instructions=investigation.instructions,
+    )
diff --git a/holmes/core/supabase_dal.py b/holmes/core/supabase_dal.py
index 46292cb0..a3c3c560 100644
--- a/holmes/core/supabase_dal.py
+++ b/holmes/core/supabase_dal.py
@@ -3,7 +3,7 @@
 import logging
 import os
 import threading
-from typing import Dict, Optional, List
+from typing import Dict, Optional, List, Tuple
 from uuid import uuid4
 
 import yaml
@@ -31,7 +31,6 @@
 class RobustaConfig(BaseModel):
     sinks_config: List[Dict[str, Dict]]
 
-
 class RobustaToken(BaseModel):
     store_url: str
     api_key: str
@@ -127,10 +126,11 @@ def sign_in(self) -> str:
         self.client.postgrest.auth(res.session.access_token)
         return res.user.id
 
-    def get_issue_data(self, issue_id: str) -> Optional[Dict]:
+    def get_issue_data(self, issue_id: Optional[str]) -> Optional[Dict]:
         # TODO this could be done in a single atomic SELECT, but there is no
         # foreign key relation between Issues and Evidence.
-
+        if not issue_id:
+            return None
         if not self.enabled:  # store not initialized
             return None
         issue_data = None
@@ -145,7 +145,7 @@ def get_issue_data(self, issue_id: str) -> Optional[Dict]:
             if len(issue_response.data):
                 issue_data = issue_response.data[0]
 
-        except:  # e.g. invalid id format
+        except Exception:  # e.g. invalid id format
             logging.exception("Supabase error while retrieving issue data")
             return None
         if not issue_data:
@@ -205,7 +205,7 @@ def create_session_token(self) -> str:
         ).execute()
         return token
 
-    def get_ai_credentials(self) -> (str, str):
+    def get_ai_credentials(self) -> Tuple[str, str]:
         with self.lock:
             session_token = self.token_cache.get("session_token")
             if not session_token:
diff --git a/holmes/core/tool_calling_llm.py b/holmes/core/tool_calling_llm.py
index 6efebb88..48ec10c9 100644
--- a/holmes/core/tool_calling_llm.py
+++ b/holmes/core/tool_calling_llm.py
@@ -2,7 +2,6 @@
 import json
 import logging
 import textwrap
-import os
 from typing import List, Optional, Dict
 from holmes.utils.tags import format_tags_in_string, parse_messages_tags
 from holmes.plugins.prompts import load_and_render_prompt
@@ -333,6 +332,7 @@ def investigate(
         post_processing_prompt: Optional[str] = None,
     ) -> LLMResult:
         runbooks = self.runbook_manager.get_instructions_for_issue(issue)
+
         if instructions != None and instructions.instructions:
             runbooks.extend(instructions.instructions)
 
diff --git a/holmes/plugins/prompts/_general_instructions.jinja2 b/holmes/plugins/prompts/_general_instructions.jinja2
index 77a6ec6e..cc0f0ddb 100644
--- a/holmes/plugins/prompts/_general_instructions.jinja2
+++ b/holmes/plugins/prompts/_general_instructions.jinja2
@@ -18,13 +18,14 @@ If investigating Kubernetes problems:
 * run as many kubectl commands as you need to gather more information, then respond.
 * if possible, do so repeatedly on different Kubernetes objects.
 * for example, for deployments first run kubectl on the deployment then a replicaset inside it, then a pod inside that.
-* when investigating a pod that crashed or application errors, always run kubectl_describe and fetch logs with both kubectl_previous_logs and kubectl_logs so that you see current logs and any logs from before a crash.
+* use both kubectl_previous_logs and kubectl_logs when reading logs. Treat the output of both as a single unified logs stream
+* when investigating a pod that crashed or application errors, always run kubectl_describe and fetch the logs
 * do not give an answer like "The pod is pending" as that doesn't state why the pod is pending and how to fix it.
 * do not give an answer like "Pod's node affinity/selector doesn't match any available nodes" because that doesn't include data on WHICH label doesn't match
 * if investigating an issue on many pods, there is no need to check more than 3 individual pods in the same deployment. pick up to a representative 3 from each deployment if relevant
 * if the user says something isn't working, ALWAYS:
 ** use kubectl_describe on the owner workload + individual pods and look for any transient issues they might have been referring to
-** check the application aspects with kubectl_logs + kubectl_previous_logs and other relevant tools
+** check the application aspects through the logs (kubectl_logs and kubectl_previous_logs) and other relevant tools
 ** look for misconfigured ingresses/services etc
 
 Special cases and how to reply:
diff --git a/poetry.lock b/poetry.lock
index 4ecdee6c..2a46ae7d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,112 +13,98 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.10.10"
+version = "3.11.2"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:be7443669ae9c016b71f402e43208e13ddf00912f47f623ee5994e12fc7d4b3f"},
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7b06b7843929e41a94ea09eb1ce3927865387e3e23ebe108e0d0d09b08d25be9"},
-    {file = "aiohttp-3.10.10-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:333cf6cf8e65f6a1e06e9eb3e643a0c515bb850d470902274239fea02033e9a8"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:274cfa632350225ce3fdeb318c23b4a10ec25c0e2c880eff951a3842cf358ac1"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d9e5e4a85bdb56d224f412d9c98ae4cbd032cc4f3161818f692cd81766eee65a"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2b606353da03edcc71130b52388d25f9a30a126e04caef1fd637e31683033abd"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ab5a5a0c7a7991d90446a198689c0535be89bbd6b410a1f9a66688f0880ec026"},
-    {file = "aiohttp-3.10.10-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:578a4b875af3e0daaf1ac6fa983d93e0bbfec3ead753b6d6f33d467100cdc67b"},
-    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:8105fd8a890df77b76dd3054cddf01a879fc13e8af576805d667e0fa0224c35d"},
-    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:3bcd391d083f636c06a68715e69467963d1f9600f85ef556ea82e9ef25f043f7"},
-    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:fbc6264158392bad9df19537e872d476f7c57adf718944cc1e4495cbabf38e2a"},
-    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:e48d5021a84d341bcaf95c8460b152cfbad770d28e5fe14a768988c461b821bc"},
-    {file = "aiohttp-3.10.10-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:2609e9ab08474702cc67b7702dbb8a80e392c54613ebe80db7e8dbdb79837c68"},
-    {file = "aiohttp-3.10.10-cp310-cp310-win32.whl", hash = "sha256:84afcdea18eda514c25bc68b9af2a2b1adea7c08899175a51fe7c4fb6d551257"},
-    {file = "aiohttp-3.10.10-cp310-cp310-win_amd64.whl", hash = "sha256:9c72109213eb9d3874f7ac8c0c5fa90e072d678e117d9061c06e30c85b4cf0e6"},
-    {file = "aiohttp-3.10.10-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:c30a0eafc89d28e7f959281b58198a9fa5e99405f716c0289b7892ca345fe45f"},
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+    {file = "aiohttp-3.11.2.tar.gz", hash = "sha256:68d1f46f9387db3785508f5225d3acbc5825ca13d9c29f2b5cce203d5863eb79"},
 ]
 
 [package.dependencies]
 aiohappyeyeballs = ">=2.3.0"
 aiosignal = ">=1.1.2"
-async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
+async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -170,26 +156,15 @@ doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)",
 test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21.0b1)"]
 trio = ["trio (>=0.26.1)"]
 
-[[package]]
-name = "appdirs"
-version = "1.4.4"
-description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
-optional = false
-python-versions = "*"
-files = [
-    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
-    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
-]
-
 [[package]]
 name = "async-timeout"
-version = "4.0.3"
+version = "5.0.1"
 description = "Timeout context manager for asyncio programs"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
-    {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
+    {file = "async_timeout-5.0.1-py3-none-any.whl", hash = "sha256:39e3809566ff85354557ec2398b55e096c8364bacac9405a7a1fa429e77fe76c"},
+    {file = "async_timeout-5.0.1.tar.gz", hash = "sha256:d9321a7a3d5a6a5e187e824d2fa0793ce379a202935782d555d6e9d2735677d3"},
 ]
 
 [[package]]
@@ -211,6 +186,30 @@ docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphi
 tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
+[[package]]
+name = "autoevals"
+version = "0.0.103"
+description = "Universal library for evaluating AI models"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "autoevals-0.0.103-py3-none-any.whl", hash = "sha256:b25c028dcfbc4b1f2ce5e30692a0021f8ad9fef50ebdd22cb51a29219b1115b0"},
+    {file = "autoevals-0.0.103.tar.gz", hash = "sha256:e7bcf65ba1da48aad15b9f97929c061103cbea821bbc667816b1b2de22c0fb28"},
+]
+
+[package.dependencies]
+braintrust-core = "0.0.54"
+chevron = "*"
+jsonschema = "*"
+levenshtein = "*"
+pyyaml = "*"
+
+[package.extras]
+all = ["IPython", "black", "build", "flake8", "flake8-isort", "isort (==5.12.0)", "numpy", "pre-commit", "pydoc-markdown", "pytest", "scipy", "twine"]
+dev = ["IPython", "black", "build", "flake8", "flake8-isort", "isort (==5.12.0)", "pre-commit", "pytest", "twine"]
+doc = ["pydoc-markdown"]
+scipy = ["numpy", "scipy"]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.12.3"
@@ -234,17 +233,17 @@ lxml = ["lxml"]
 
 [[package]]
 name = "boto3"
-version = "1.35.56"
+version = "1.35.63"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "boto3-1.35.56-py3-none-any.whl", hash = "sha256:d04608cf40f429025eb66b52b835bdc333436022918788853ed0bbbba6dd2f09"},
-    {file = "boto3-1.35.56.tar.gz", hash = "sha256:6fcc510a4e747e85f84046b0ba0e5b178e89ba0f8ac9e2b6ebb4cc925c68c23b"},
+    {file = "boto3-1.35.63-py3-none-any.whl", hash = "sha256:d0f938d4f6f392b6ffc5e75fff14a42e5bbb5228675a0367c8af55398abadbec"},
+    {file = "boto3-1.35.63.tar.gz", hash = "sha256:deb593d9a0fb240deb4c43e4da8e6626d7c36be7b2fd2fe28f49d44d395b7de0"},
 ]
 
 [package.dependencies]
-botocore = ">=1.35.56,<1.36.0"
+botocore = ">=1.35.63,<1.36.0"
 jmespath = ">=0.7.1,<2.0.0"
 s3transfer = ">=0.10.0,<0.11.0"
 
@@ -253,26 +252,65 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.35.56"
+version = "1.35.63"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "botocore-1.35.56-py3-none-any.whl", hash = "sha256:4be97f7bc1fbf33ad71ee1b678cea0ecf9638e61d5f566a46f261cde969dd690"},
-    {file = "botocore-1.35.56.tar.gz", hash = "sha256:8a9e752c8e87a423575ac528340a35d4318b8576ae4c6e0acfe5a3867f6bbccf"},
+    {file = "botocore-1.35.63-py3-none-any.whl", hash = "sha256:0ca1200694a4c0a3fa846795d8e8a08404c214e21195eb9e010c4b8a4ca78a4a"},
+    {file = "botocore-1.35.63.tar.gz", hash = "sha256:2b8196bab0a997d206c3d490b52e779ef47dffb68c57c685443f77293aca1589"},
 ]
 
 [package.dependencies]
 jmespath = ">=0.7.1,<2.0.0"
 python-dateutil = ">=2.1,<3.0.0"
 urllib3 = [
-    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
     {version = ">=1.25.4,<1.27", markers = "python_version < \"3.10\""},
+    {version = ">=1.25.4,<2.2.0 || >2.2.0,<3", markers = "python_version >= \"3.10\""},
 ]
 
 [package.extras]
 crt = ["awscrt (==0.22.0)"]
 
+[[package]]
+name = "braintrust"
+version = "0.0.168"
+description = "SDK for integrating Braintrust"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "braintrust-0.0.168-py3-none-any.whl", hash = "sha256:24572964b1cb9c189c087d656dc9be80c9c28ed4e87fd3f8f1887e46766052b3"},
+    {file = "braintrust-0.0.168.tar.gz", hash = "sha256:fbf93f78f32951e25fc9eac862ba20c5b58a913c4601e6fe39fcc40d42702247"},
+]
+
+[package.dependencies]
+braintrust-core = "0.0.54"
+chevron = "*"
+exceptiongroup = "1.2.0"
+GitPython = "*"
+python-dotenv = "*"
+python-slugify = "*"
+requests = "*"
+sseclient-py = "*"
+tqdm = "*"
+
+[package.extras]
+all = ["IPython", "black", "boto3", "build", "flake8", "flake8-isort", "isort (==5.10.1)", "pre-commit", "psycopg2-binary", "pydoc-markdown", "pytest", "twine", "uv"]
+cli = ["boto3", "psycopg2-binary", "uv"]
+dev = ["IPython", "black", "build", "flake8", "flake8-isort", "isort (==5.10.1)", "pre-commit", "pytest", "twine"]
+doc = ["pydoc-markdown"]
+
+[[package]]
+name = "braintrust-core"
+version = "0.0.54"
+description = "Shared core dependencies for Braintrust packages"
+optional = false
+python-versions = ">=3.8.0"
+files = [
+    {file = "braintrust_core-0.0.54-py3-none-any.whl", hash = "sha256:8127a6440bd4aa0824a25b7547a4377ea8b57bd8daeca6650779c6d60eac936c"},
+    {file = "braintrust_core-0.0.54.tar.gz", hash = "sha256:2ba3d339dfdc14b3b10a1ff523eec18bcd3ae775c30a99093fbf224095f91603"},
+]
+
 [[package]]
 name = "bs4"
 version = "0.0.2"
@@ -423,6 +461,17 @@ files = [
     {file = "charset_normalizer-3.4.0.tar.gz", hash = "sha256:223217c3d4f82c3ac5e29032b3f1c2eb0fb591b72161f86d93f5719079dae93e"},
 ]
 
+[[package]]
+name = "chevron"
+version = "0.14.0"
+description = "Mustache templating language renderer"
+optional = false
+python-versions = "*"
+files = [
+    {file = "chevron-0.14.0-py3-none-any.whl", hash = "sha256:fbf996a709f8da2e745ef763f482ce2d311aa817d287593a5b990d6d6e4f0443"},
+    {file = "chevron-0.14.0.tar.gz", hash = "sha256:87613aafdf6d77b6a90ff073165a61ae5086e21ad49057aa0e53681601800ebf"},
+]
+
 [[package]]
 name = "click"
 version = "8.1.7"
@@ -465,119 +514,6 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 [package.extras]
 development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
 
-[[package]]
-name = "dataclasses-json"
-version = "0.6.7"
-description = "Easily serialize dataclasses to and from JSON."
-optional = false
-python-versions = "<4.0,>=3.7"
-files = [
-    {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
-    {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
-]
-
-[package.dependencies]
-marshmallow = ">=3.18.0,<4.0.0"
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-
-[package.extras]
-dev = ["black"]
-
-[[package]]
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-optional = false
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-
 [[package]]
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 version = "2.1.0"
@@ -592,20 +528,6 @@ files = [
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 packaging = "*"
 
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-version = "0.3.7"
-description = "serialize all of Python"
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@@ -617,25 +539,15 @@ files = [
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@@ -657,13 +569,13 @@ testing = ["hatch", "pre-commit", "pytest", "tox"]
 
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@@ -803,9 +715,6 @@ files = [
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 [package.extras]
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 adl = ["adlfs"]
@@ -835,21 +744,36 @@ test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "d
 tqdm = ["tqdm"]
 
 [[package]]
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-description = "Common protobufs used in Google APIs"
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 [[package]]
 name = "gotrue"
@@ -952,64 +876,6 @@ files = [
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 test = ["objgraph", "psutil"]
 
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 version = "0.14.0"
@@ -1049,13 +915,13 @@ files = [
 
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+version = "1.0.7"
 description = "A minimal low-level HTTP client."
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 python-versions = ">=3.8"
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@@ -1094,17 +960,6 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
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+type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
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 [[package]]
-name = "langchain"
-version = "0.3.7"
-description = "Building applications with LLMs through composability"
+name = "levenshtein"
+version = "0.26.1"
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+all = ["numpy"]
 
 [[package]]
 name = "realtime"
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 socks = ["PySocks (>=1.5.6,!=1.5.7)"]
 use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"]
 
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-
 [[package]]
 name = "rich"
 version = "13.9.4"
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 ]
 
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 [package.extras]
 crt = ["botocore[crt] (>=1.33.2,<2.0a.0)"]
 
-[[package]]
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-description = "Python client for Sentry (https://sentry.io)"
-optional = false
-python-versions = ">=3.6"
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-
-[package.dependencies]
-certifi = "*"
-urllib3 = ">=1.26.11"
-
-[package.extras]
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-anthropic = ["anthropic (>=0.16)"]
-arq = ["arq (>=0.23)"]
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-celery = ["celery (>=3)"]
-celery-redbeat = ["celery-redbeat (>=2)"]
-chalice = ["chalice (>=1.16.0)"]
-clickhouse-driver = ["clickhouse-driver (>=0.2.0)"]
-django = ["django (>=1.8)"]
-falcon = ["falcon (>=1.4)"]
-fastapi = ["fastapi (>=0.79.0)"]
-flask = ["blinker (>=1.1)", "flask (>=0.11)", "markupsafe"]
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-http2 = ["httpcore[http2] (==1.*)"]
-httpx = ["httpx (>=0.16.0)"]
-huey = ["huey (>=2)"]
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-langchain = ["langchain (>=0.0.210)"]
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-openai = ["openai (>=1.0.0)", "tiktoken (>=0.3.0)"]
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-opentelemetry-experimental = ["opentelemetry-distro"]
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-pymongo = ["pymongo (>=3.1)"]
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-quart = ["blinker (>=1.1)", "quart (>=0.16.1)"]
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-starlette = ["starlette (>=0.19.1)"]
-starlite = ["starlite (>=1.48)"]
-tornado = ["tornado (>=6)"]
-
 [[package]]
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 version = "72.2.0"
@@ -3346,6 +2639,17 @@ files = [
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+[[package]]
+name = "smmap"
+version = "5.0.1"
+description = "A pure Python implementation of a sliding window memory map manager"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -3369,100 +2673,16 @@ files = [
 ]
 
 [[package]]
-name = "sqlalchemy"
-version = "2.0.36"
-description = "Database Abstraction Library"
+name = "sseclient-py"
+version = "1.8.0"
+description = "SSE client for Python"
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-python-versions = ">=3.7"
+python-versions = "*"
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 ]
 
-[package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "python_version < \"3.13\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"}
-typing-extensions = ">=4.6.0"
-
-[package.extras]
-aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
-aioodbc = ["aioodbc", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
-asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
-mssql = ["pyodbc"]
-mssql-pymssql = ["pymssql"]
-mssql-pyodbc = ["pyodbc"]
-mypy = ["mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0)"]
-mysql-connector = ["mysql-connector-python"]
-oracle = ["cx_oracle (>=8)"]
-oracle-oracledb = ["oracledb (>=1.0.1)"]
-postgresql = ["psycopg2 (>=2.7)"]
-postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
-postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
-postgresql-psycopg = ["psycopg (>=3.0.7)"]
-postgresql-psycopg2binary = ["psycopg2-binary"]
-postgresql-psycopg2cffi = ["psycopg2cffi"]
-postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
-pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3_binary"]
-
 [[package]]
 name = "starlette"
 version = "0.40.0"
@@ -3545,35 +2765,6 @@ files = [
 [package.dependencies]
 httpx = {version = ">=0.26,<0.28", extras = ["http2"]}
 
-[[package]]
-name = "tabulate"
-version = "0.9.0"
-description = "Pretty-print tabular data"
-optional = false
-python-versions = ">=3.7"
-files = [
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-]
-
-[package.extras]
-widechars = ["wcwidth"]
-
-[[package]]
-name = "tenacity"
-version = "8.4.2"
-description = "Retry code until it succeeds"
-optional = false
-python-versions = ">=3.8"
-files = [
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-
-[package.extras]
-doc = ["reno", "sphinx"]
-test = ["pytest", "tornado (>=4.5)", "typeguard"]
-
 [[package]]
 name = "text-unidecode"
 version = "1.3"
@@ -3763,13 +2954,13 @@ testing = ["black (==22.3)", "datasets", "numpy", "pytest", "requests", "ruff"]
 
 [[package]]
 name = "tomli"
-version = "2.0.2"
+version = "2.1.0"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
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+    {file = "yarl-1.17.2-cp39-cp39-win32.whl", hash = "sha256:f5ffc6b7ace5b22d9e73b2a4c7305740a339fbd55301d52735f73e21d9eb3130"},
+    {file = "yarl-1.17.2-cp39-cp39-win_amd64.whl", hash = "sha256:48e424347a45568413deec6f6ee2d720de2cc0385019bedf44cd93e8638aa0ed"},
+    {file = "yarl-1.17.2-py3-none-any.whl", hash = "sha256:dd7abf4f717e33b7487121faf23560b3a50924f80e4bef62b22dab441ded8f3b"},
+    {file = "yarl-1.17.2.tar.gz", hash = "sha256:753eaaa0c7195244c84b5cc159dc8204b7fd99f716f11198f999f2332a86b178"},
 ]
 
 [package.dependencies]
@@ -4286,13 +3240,13 @@ propcache = ">=0.2.0"
 
 [[package]]
 name = "zipp"
-version = "3.20.2"
+version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
-    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+    {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
+    {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
@@ -4306,4 +3260,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "406c67a3ed8f0e33970736bff3a0c0356c6f350a576dafd9acca500bdc171604"
+content-hash = "c6579904b41ba69dee0f53d1351661405122c8f3e1a5305d15a7df08d8251fcf"
diff --git a/pyproject.toml b/pyproject.toml
index 14480103..28f01f21 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -42,9 +42,10 @@ starlette = "^0.40"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.3.3"
-deepeval = "^1.4.8"
 pytest-xdist = "^3.6.1"
 ruff = "^0.7.3"
+braintrust = "^0.0.168"
+autoevals = "^0.0.103"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/server.py b/server.py
index 98422da5..aed1d909 100644
--- a/server.py
+++ b/server.py
@@ -1,4 +1,5 @@
 import os
+from holmes.core import investigation
 from holmes.utils.cert_utils import add_custom_certificate
 
 ADDITIONAL_CERTIFICATE: str = os.environ.get("CERTIFICATE", "")
@@ -75,42 +76,14 @@ def init_logging():
 @app.post("/api/investigate")
 def investigate_issues(investigate_request: InvestigateRequest):
     try:
-        load_robusta_api_key(dal=dal, config=config)
-        context = dal.get_issue_data(
-            investigate_request.context.get("robusta_issue_id")
-        )
-
-        resource_instructions = dal.get_resource_instructions(
-            "alert", investigate_request.context.get("issue_type")
-        )
-        raw_data = investigate_request.model_dump()
-        if context:
-            raw_data["extra_context"] = context
-
-        ai = config.create_issue_investigator(
-            console, allowed_toolsets=ALLOWED_TOOLSETS, dal=dal
-        )
-        issue = Issue(
-            id=context["id"] if context else "",
-            name=investigate_request.title,
-            source_type=investigate_request.source,
-            source_instance_id=investigate_request.source_instance_id,
-            raw=raw_data,
+        result = investigation.investigate_issues(
+            investigate_request=investigate_request,
+            dal=dal,
+            config=config,
+            console=console
         )
+        return result
 
-        investigation = ai.investigate(
-            issue,
-            prompt=investigate_request.prompt_template,
-            console=console,
-            post_processing_prompt=HOLMES_POST_PROCESSING_PROMPT,
-            instructions=resource_instructions,
-        )
-
-        return InvestigationResult(
-            analysis=investigation.result,
-            tool_calls=investigation.tool_calls,
-            instructions=investigation.instructions,
-        )
     except AuthenticationError as e:
         raise HTTPException(status_code=401, detail=e.message)
 
diff --git a/tests/llm/__init__.py b/tests/llm/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource.txt
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource.txt
diff --git a/tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_node.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_node.txt
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_node.txt
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_node.txt
diff --git a/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt
new file mode 100644
index 00000000..fd0a5a8a
--- /dev/null
+++ b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_keyword.txt
@@ -0,0 +1,23 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"ip-172-31-8-128.us-east-2.compute.internal"}}
+stdout:
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running                      0                  3d22h   172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       analytics-exporter-fast-8cf8c9446-6rqwc                  0/1     CrashLoopBackOff             1061 (2m51s ago)   3d18h   172.31.15.122   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=analytics-exporter-fast,pod-template-hash=8cf8c9446
+default       customer-relations-webapp-5d98ffcfd-nj5gs                0/1     ImagePullBackOff             0                  3d18h   172.31.14.171   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-relations,pod-template-hash=5d98ffcfd,visualize=true
+default       db-certs-authenticator-7ffd769f48-d9pxl                  0/1     CrashLoopBackOff             886 (69s ago)      3d18h   172.31.3.214    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=flask,pod-template-hash=7ffd769f48
+default       java-api-checker-9pj7k                                   0/1     Error                        0                  3d18h   172.31.12.200   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            batch.kubernetes.io/controller-uid=ea3f2c52-3382-4cbc-8958-41832511a3e7,batch.kubernetes.io/job-name=java-api-checker,controller-uid=ea3f2c52-3382-4cbc-8958-41832511a3e7,job-name=java-api-checker
+default       java-api-checker-vzm7z                                   0/1     Error                        0                  3d18h   172.31.13.205   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            batch.kubernetes.io/controller-uid=ea3f2c52-3382-4cbc-8958-41832511a3e7,batch.kubernetes.io/job-name=java-api-checker,controller-uid=ea3f2c52-3382-4cbc-8958-41832511a3e7,job-name=java-api-checker
+default       logging-agent                                            0/1     Init:CrashLoopBackOff        1067 (15s ago)     3d18h   172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            <none>
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running                      0                  3d22h   172.31.11.168   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-fxtrh                        1/1     Running                      0                  3d22h   172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-dr46l     1/1     Running                      0                  3d22h   172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-prometheus-node-exporter-t2b5k                   1/1     Running                      0                  3d22h   172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       search-engine-service                                    0/1     Running                      0                  3d18h   172.31.11.151   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            <none>
+kube-system   aws-node-m47xg                                           2/2     Running                      0                  25d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running                      0                  25d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running                      0                  25d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running                      0                  25d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running                      0                  25d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running                      0                  3d18h   172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running                      0                  3d18h   172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_pod_by_name.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_name.txt
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/kubectl_find_resource_pod_by_name.txt
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_find_resource_pod_by_name.txt
diff --git a/tests/fixtures/test_chat/1_how_many_pods/kubectl_get.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get.txt
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/kubectl_get.txt
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get.txt
diff --git a/tests/fixtures/test_chat/1_how_many_pods/kubectl_get_all.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_all.txt
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/kubectl_get_all.txt
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_all.txt
diff --git a/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_node.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_node.txt
new file mode 100644
index 00000000..3c951eea
--- /dev/null
+++ b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_node.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"node","keyword":"ip-172-31-8-128.us-east-2.compute.internal"}}
+NAME                                         STATUS   ROLES    AGE   VERSION               INTERNAL-IP    EXTERNAL-IP    OS-IMAGE         KERNEL-VERSION                  CONTAINER-RUNTIME     LABELS
+ip-172-31-8-128.us-east-2.compute.internal   Ready    <none>   25d   v1.30.4-eks-a737599   172.31.8.128   3.147.70.176   Amazon Linux 2   5.10.225-213.878.amzn2.x86_64   containerd://1.7.11   beta.kubernetes.io/arch=amd64,beta.kubernetes.io/instance-type=t3.medium,beta.kubernetes.io/os=linux,eks.amazonaws.com/capacityType=ON_DEMAND,eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31,eks.amazonaws.com/nodegroup=nicolas-node-group,failure-domain.beta.kubernetes.io/region=us-east-2,failure-domain.beta.kubernetes.io/zone=us-east-2a,k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31,kubernetes.io/arch=amd64,kubernetes.io/hostname=ip-172-31-8-128.us-east-2.compute.internal,kubernetes.io/os=linux,node.kubernetes.io/instance-type=t3.medium,topology.ebs.csi.aws.com/zone=us-east-2a,topology.k8s.aws/zone-id=use2-az1,topology.kubernetes.io/region=us-east-2,topology.kubernetes.io/zone=us-east-2a
diff --git a/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_pod.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_pod.txt
new file mode 100644
index 00000000..ebe27926
--- /dev/null
+++ b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_get_pod.txt
@@ -0,0 +1,2 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","name":"ip-172-31-8-128.us-east-2.compute.internal"}}
+Error from server (NotFound): pods "ip-172-31-8-128.us-east-2.compute.internal" not found
diff --git a/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_top_pods.txt b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_top_pods.txt
new file mode 100644
index 00000000..a29a1535
--- /dev/null
+++ b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/kubectl_top_pods.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/live-metrics","tool_name":"kubectl_top_pods","match_params":{}}
+Command `kubectl top pods -A` failed with return code 1
+stdout:
+
+stderr:
+error: Metrics API not available
diff --git a/tests/fixtures/test_chat/1_how_many_pods/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/1_how_many_pods/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/1_how_many_pods/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/1_how_many_pods/test_case.yaml
diff --git a/tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_describe.txt b/tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_describe.txt
similarity index 100%
rename from tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_describe.txt
rename to tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_describe.txt
diff --git a/tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_find_resource.txt b/tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_find_resource.txt
similarity index 100%
rename from tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_find_resource.txt
rename to tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_find_resource.txt
diff --git a/tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_logs.txt b/tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_logs.txt
similarity index 100%
rename from tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_logs.txt
rename to tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_logs.txt
diff --git a/tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_previous_logs.txt b/tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_previous_logs.txt
similarity index 100%
rename from tests/fixtures/test_chat/2_what_is_wrong_with_pod/kubectl_previous_logs.txt
rename to tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/kubectl_previous_logs.txt
diff --git a/tests/fixtures/test_chat/2_what_is_wrong_with_pod/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/2_what_is_wrong_with_pod/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/2_what_is_wrong_with_pod/test_case.yaml
diff --git a/tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_describe.txt b/tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_describe.txt
similarity index 100%
rename from tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_describe.txt
rename to tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_describe.txt
diff --git a/tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_get_all.txt b/tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_get_all.txt
similarity index 100%
rename from tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_get_all.txt
rename to tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_get_all.txt
diff --git a/tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_get_pod.txt b/tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_get_pod.txt
similarity index 100%
rename from tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/kubectl_get_pod.txt
rename to tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/kubectl_get_pod.txt
diff --git a/tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/3_what_is_the_command_to_port_forward/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/3_what_is_the_command_to_port_forward/test_case.yaml
diff --git a/tests/fixtures/test_chat/4_related_k8s_events/kubectl_describe.txt b/tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_describe.txt
similarity index 100%
rename from tests/fixtures/test_chat/4_related_k8s_events/kubectl_describe.txt
rename to tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_describe.txt
diff --git a/tests/fixtures/test_chat/4_related_k8s_events/kubectl_events.txt b/tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_events.txt
similarity index 100%
rename from tests/fixtures/test_chat/4_related_k8s_events/kubectl_events.txt
rename to tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_events.txt
diff --git a/tests/fixtures/test_chat/4_related_k8s_events/kubectl_find_resource.txt b/tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_find_resource.txt
similarity index 100%
rename from tests/fixtures/test_chat/4_related_k8s_events/kubectl_find_resource.txt
rename to tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_find_resource.txt
diff --git a/tests/fixtures/test_chat/4_related_k8s_events/kubectl_lineage_parents.txt b/tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_lineage_parents.txt
similarity index 100%
rename from tests/fixtures/test_chat/4_related_k8s_events/kubectl_lineage_parents.txt
rename to tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/kubectl_lineage_parents.txt
diff --git a/tests/fixtures/test_chat/4_related_k8s_events/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/4_related_k8s_events/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/4_related_k8s_events/test_case.yaml
diff --git a/tests/fixtures/test_chat/5_image_version/kubectl_find_resource.txt b/tests/llm/fixtures/test_ask_holmes/5_image_version/kubectl_find_resource.txt
similarity index 100%
rename from tests/fixtures/test_chat/5_image_version/kubectl_find_resource.txt
rename to tests/llm/fixtures/test_ask_holmes/5_image_version/kubectl_find_resource.txt
diff --git a/tests/fixtures/test_chat/5_image_version/kubectl_get_yaml.txt b/tests/llm/fixtures/test_ask_holmes/5_image_version/kubectl_get_yaml.txt
similarity index 100%
rename from tests/fixtures/test_chat/5_image_version/kubectl_get_yaml.txt
rename to tests/llm/fixtures/test_ask_holmes/5_image_version/kubectl_get_yaml.txt
diff --git a/tests/fixtures/test_chat/5_image_version/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/5_image_version/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/5_image_version/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/5_image_version/test_case.yaml
diff --git a/tests/fixtures/test_chat/6_explain_issue/fetch_finding_by_id.txt b/tests/llm/fixtures/test_ask_holmes/6_explain_issue/fetch_finding_by_id.txt
similarity index 100%
rename from tests/fixtures/test_chat/6_explain_issue/fetch_finding_by_id.txt
rename to tests/llm/fixtures/test_ask_holmes/6_explain_issue/fetch_finding_by_id.txt
diff --git a/tests/fixtures/test_chat/6_explain_issue/test_case.yaml b/tests/llm/fixtures/test_ask_holmes/6_explain_issue/test_case.yaml
similarity index 100%
rename from tests/fixtures/test_chat/6_explain_issue/test_case.yaml
rename to tests/llm/fixtures/test_ask_holmes/6_explain_issue/test_case.yaml
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/investigate_request.json b/tests/llm/fixtures/test_investigate/01_oom_kill/investigate_request.json
new file mode 100644
index 00000000..1bffb0de
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/investigate_request.json
@@ -0,0 +1,23 @@
+{
+  "source": "prometheus",
+  "source_instance_id": "some-instance",
+  "title": "Pod is crash looping.",
+  "description": "Pod default/oomkill-deployment-696dbdbf67-d47z6 (main2) is in waiting state (reason: \"CrashLoopBackOff\").",
+  "subject": {
+    "name": "oomkill-deployment-696dbdbf67-d47z6",
+    "subject_type": "deployment",
+    "namespace": "default",
+    "node": "some-node",
+    "container": "main2",
+    "labels": {
+      "x": "y",
+      "p": "q"
+    },
+    "annotations": {}
+  },
+  "context": {
+    "robusta_issue_id": "5b3e2fb1-cb83-45ea-82ec-318c94718e44"
+  },
+  "include_tool_calls": true,
+  "include_tool_call_results": true
+}
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/issue_data.json b/tests/llm/fixtures/test_investigate/01_oom_kill/issue_data.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/issue_data.json
@@ -0,0 +1 @@
+{}
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_describe.txt
new file mode 100644
index 00000000..3e6d413c
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_describe.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"oomkill-deployment-696dbdbf67-d47z6","namespace":"default"}}
+Command `kubectl describe pod oomkill-deployment-696dbdbf67-d47z6 -n default` failed with return code 1
+stdout:
+
+stderr:
+Error from server (NotFound): pods "oomkill-deployment-696dbdbf67-d47z6" not found
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_1.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_1.txt
new file mode 100644
index 00000000..8a7a971a
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_1.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"oomkill-deployment-696dbdbf67"}}
+Command `kubectl get -A --show-labels -o wide pod | grep oomkill-deployment-696dbdbf67` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_2.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_2.txt
new file mode 100644
index 00000000..d7cb687f
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_2.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"oomkill-deployment"}}
+Command `kubectl get -A --show-labels -o wide pod | grep oomkill-deployment` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_3.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_3.txt
new file mode 100644
index 00000000..a44b8632
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_find_resource_3.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"oomkill-deployment","namespace":"default"}}
+Command `kubectl get -A --show-labels -o wide pod | grep oomkill-deployment` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_get_all.txt
new file mode 100644
index 00000000..0dd2b90e
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_get_all.txt
@@ -0,0 +1,47 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS   AGE    IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0          4d4h   172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0          4d4h   <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0          4d4h   172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0          4d4h   172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0          4d4h   172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-fd87d8997-xxvpz                           1/1     Running   0          3d9h   172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=fd87d8997
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0          4d4h   172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0          4d4h   172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0          4d4h   172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0          4d4h   172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0          4d4h   172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0          4d4h   172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+kube-system   aws-node-475cb                                           2/2     Running   0          32d    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0          32d    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0          32d    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0          32d    172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0          32d    172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0          32d    172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0          32d    172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0          32d    172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0          32d    172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0          32d    172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0          32d    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0          32d    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0          32d    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0          32d    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0          32d    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0          32d    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0          11d    172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0          11d    172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0          11d    172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0          11d    172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0          11d    172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0          11d    172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0          11d    172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0          11d    172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0          11d    172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0          11d    172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0          11d    172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0          11d    172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0          11d    172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0          11d    172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_logs.txt
new file mode 100644
index 00000000..a89f4249
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"oomkill-deployment-696dbdbf67-d47z6","namespace":"default"}}
+Command `kubectl logs oomkill-deployment-696dbdbf67-d47z6 -n default` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "oomkill-deployment-696dbdbf67-d47z6" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_previous_logs.txt
new file mode 100644
index 00000000..e3a1e988
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/kubectl_previous_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"oomkill-deployment-696dbdbf67-d47z6","namespace":"default"}}
+Command `kubectl logs oomkill-deployment-696dbdbf67-d47z6 -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "oomkill-deployment-696dbdbf67-d47z6" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/resource_instructions.json b/tests/llm/fixtures/test_investigate/01_oom_kill/resource_instructions.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/resource_instructions.json
@@ -0,0 +1 @@
+{}
diff --git a/tests/llm/fixtures/test_investigate/01_oom_kill/test_case.yaml b/tests/llm/fixtures/test_investigate/01_oom_kill/test_case.yaml
new file mode 100644
index 00000000..8a04435d
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/01_oom_kill/test_case.yaml
@@ -0,0 +1,37 @@
+expected_output: |
+  The alert indicates that the pod `oomkill-deployment-696dbdbf67-d47z6` in the `default` namespace was experiencing a `CrashLoopBackOff` state, which typically means the pod was repeatedly crashing and restarting.
+
+  # Investigation
+  I attempted to gather more information by describing the pod and fetching its logs, but the pod `oomkill-deployment-696dbdbf67-d47z6` could not be found in the cluster. This suggests that the pod may have been deleted or the deployment was scaled down after the alert was triggered.
+
+  # Conclusions and Possible Root causes
+  1. *Pod Deletion*: The pod might have been manually deleted or automatically removed by a scaling operation or deployment update.
+  2. *Deployment Update*: A new deployment or update might have replaced the pod, leading to its removal.
+  3. *Resource Constraints*: If the pod was indeed crashing due to resource constraints (e.g., OOMKilled), it might have been removed as part of a cleanup process.
+
+  # Next Steps
+  1. Verify if the deployment `oomkill-deployment` is still present and check its current status using:
+     ```bash
+     kubectl get deployment oomkill-deployment -n default
+     ```
+  2. If the deployment exists, check the replica set and any new pods created:
+     ```bash
+     kubectl get rs -n default
+     kubectl get pods -n default
+     ```
+  3. Review any recent changes or events related to the deployment:
+     ```bash
+     kubectl describe deployment oomkill-deployment -n default
+     ```
+  4. If resource constraints were suspected, consider increasing the resources allocated to the pods in the deployment configuration.
+
+retrieval_context:
+  - There is a total of 12 pods on node ip-172-31-8-128.us-east-2.compute.internal
+  - There are 5 pods in running state
+  - 7 pods are not running as indicated by the STATUS column
+evaluation:
+  answer_relevancy: 0
+  faithfulness: 0
+  contextual_precision: 0
+  contextual_recall: 0
+  contextual_relevancy: 0
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/fetch_finding.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/fetch_finding.txt
new file mode 100644
index 00000000..ebad0c2e
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/fetch_finding.txt
@@ -0,0 +1,47 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"cb37003b-9c88-440b-9f6b-7af1239d8da0"}}
+account_id: debe17e5-0fe2-4c9c-9a7b-5dba04b83f89
+aggregation_key: CrashLoopBackoff
+annotations:
+  kubectl.kubernetes.io/last-applied-configuration: '{"apiVersion":"v1","kind":"Pod","metadata":{"annotations":{},"name":"inventory-management-api","namespace":"default"},"spec":{"containers":[{"command":["wge","-O","/work-dir/index.html","https://home.robusta.dev"],"image":"nginx","name":"nginx","ports":[{"containerPort":80}]}]}}
+
+    '
+category: null
+cluster: test_cluster
+creation_date: '2024-11-15T15:42:04.661407'
+description: null
+ends_at: null
+evidence:
+- account_id: debe17e5-0fe2-4c9c-9a7b-5dba04b83f89
+  collection_timestamp: null
+  creation_date: '2024-11-15T15:42:04.561292'
+  data: '[{"type": "markdown", "data": "**Crash Info**"}, {"type": "table", "data":
+    {"headers": ["label", "value"], "rows": [["Container", "nginx"], ["Restarts",
+    2], ["Status", "WAITING"], ["Reason", "CrashLoopBackOff"]], "column_renderers":
+    {}}, "metadata": {"format": "vertical"}}, {"type": "markdown", "data": "**Previous
+    Container**"}, {"type": "table", "data": {"headers": ["label", "value"], "rows":
+    [["Status", "TERMINATED"], ["Reason", "StartError"], ["Started at", "1970-01-01T00:00:00Z"],
+    ["Finished at", "2024-11-15T15:41:51Z"]], "column_renderers": {}}, "metadata":
+    {"format": "vertical"}}]'
+  enrichment_type: crash_info
+  file_type: structured_data
+  id: c87a789e-d469-432b-8fcb-63f53652e1f4
+  issue_id: cb37003b-9c88-440b-9f6b-7af1239d8da0
+  title: Container Crash information
+failure: true
+finding_type: issue
+fingerprint: 169254c759440b85e6bf18192474e7fa8d16316fdb349d5c972b2a1f5ddd0695
+group_id: null
+id: cb37003b-9c88-440b-9f6b-7af1239d8da0
+labels: {}
+priority: HIGH
+service_key: default/Pod/inventory-management-api
+service_kind: null
+source: kubernetes_api_server
+starts_at: '2024-11-15T15:42:04.455427+00:00'
+subject_name: inventory-management-api
+subject_namespace: default
+subject_node: ip-172-31-21-139.us-east-2.compute.internal
+subject_type: pod
+title: Crashing pod inventory-management-api in namespace default
+updated_at: '2024-11-15T15:42:04.630262+00:00'
+video_links: []
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/investigate_request.json b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/investigate_request.json
new file mode 100644
index 00000000..b273e103
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/investigate_request.json
@@ -0,0 +1,20 @@
+{
+  "source": "prometheus",
+  "source_instance_id": "some-instance",
+  "title": "CrashLoopBackoff.",
+  "description": "Crashing pod inventory-management-api in namespace default",
+  "subject": {
+    "name": "inventory-management-api",
+    "subject_type": "pod",
+    "namespace": "default",
+    "node": "ip-172-31-21-139.us-east-2.compute.internal",
+    "container": "inventory-management-api",
+    "labels": {},
+    "annotations": {}
+  },
+  "context": {
+    "robusta_issue_id": "cb37003b-9c88-440b-9f6b-7af1239d8da0"
+  },
+  "include_tool_calls": true,
+  "include_tool_call_results": true
+}
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/issue_data.json b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/issue_data.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/issue_data.json
@@ -0,0 +1 @@
+{}
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe.txt
new file mode 100644
index 00000000..338d4855
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe.txt
@@ -0,0 +1,72 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"oomkill-deployment-696dbdbf67-d47z6","namespace":"default"}}
+stdout:
+Name:             inventory-management-api
+Namespace:        default
+Priority:         0
+Service Account:  default
+Node:             ip-172-31-21-139.us-east-2.compute.internal/172.31.21.139
+Start Time:       Fri, 15 Nov 2024 15:41:31 +0000
+Labels:           <none>
+Annotations:      <none>
+Status:           Running
+IP:               172.31.23.45
+IPs:
+  IP:  172.31.23.45
+Containers:
+  nginx:
+    Container ID:  containerd://dcd66290c2c48eb9e97d3b6c61258d6b58b392640d1dbad653d4e9947d69e7fb
+    Image:         nginx
+    Image ID:      docker.io/library/nginx@sha256:bc5eac5eafc581aeda3008b4b1f07ebba230de2f27d47767129a6a905c84f470
+    Port:          80/TCP
+    Host Port:     0/TCP
+    Command:
+      wge
+      -O
+      /work-dir/index.html
+      https://home.robusta.dev
+    State:          Waiting
+      Reason:       CrashLoopBackOff
+    Last State:     Terminated
+      Reason:       StartError
+      Message:      failed to create containerd task: failed to create shim task: OCI runtime create failed: runc create failed: unable to start container process: exec: "wge": executable file not found in $PATH: unknown
+      Exit Code:    128
+      Started:      Thu, 01 Jan 1970 00:00:00 +0000
+      Finished:     Fri, 15 Nov 2024 15:43:02 +0000
+    Ready:          False
+    Restart Count:  4
+    Environment:    <none>
+    Mounts:
+      /var/run/secrets/kubernetes.io/serviceaccount from kube-api-access-jffrr (ro)
+Conditions:
+  Type                        Status
+  PodReadyToStartContainers   True
+  Initialized                 True
+  Ready                       False
+  ContainersReady             False
+  PodScheduled                True
+Volumes:
+  kube-api-access-jffrr:
+    Type:                    Projected (a volume that contains injected data from multiple sources)
+    TokenExpirationSeconds:  3607
+    ConfigMapName:           kube-root-ca.crt
+    ConfigMapOptional:       <nil>
+    DownwardAPI:             true
+QoS Class:                   BestEffort
+Node-Selectors:              <none>
+Tolerations:                 node.kubernetes.io/not-ready:NoExecute op=Exists for 300s
+                             node.kubernetes.io/unreachable:NoExecute op=Exists for 300s
+Events:
+  Type     Reason     Age                   From               Message
+  ----     ------     ----                  ----               -------
+  Normal   Scheduled  2m57s                 default-scheduler  Successfully assigned default/inventory-management-api to ip-172-31-21-139.us-east-2.compute.internal
+  Normal   Pulled     2m52s                 kubelet            Successfully pulled image "nginx" in 4.534s (4.534s including waiting). Image size: 72955450 bytes.
+  Normal   Pulled     2m51s                 kubelet            Successfully pulled image "nginx" in 229ms (229ms including waiting). Image size: 72955450 bytes.
+  Normal   Pulled     2m37s                 kubelet            Successfully pulled image "nginx" in 212ms (212ms including waiting). Image size: 72955450 bytes.
+  Normal   Created    2m9s (x4 over 2m52s)  kubelet            Created container nginx
+  Warning  Failed     2m9s (x4 over 2m52s)  kubelet            Error: failed to create containerd task: failed to create shim task: OCI runtime create failed: runc create failed: unable to start container process: exec: "wge": executable file not found in $PATH: unknown
+  Normal   Pulled     2m9s                  kubelet            Successfully pulled image "nginx" in 190ms (190ms including waiting). Image size: 72955450 bytes.
+  Warning  BackOff    102s (x7 over 2m50s)  kubelet            Back-off restarting failed container nginx in pod inventory-management-api_default(735cc85c-9bae-4b2a-b626-4066b0661c59)
+  Normal   Pulling    87s (x5 over 2m57s)   kubelet            Pulling image "nginx"
+  Normal   Pulled     87s                   kubelet            Successfully pulled image "nginx" in 276ms (276ms including waiting). Image size: 72955450 bytes.
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe_pod.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe_pod.txt
new file mode 100644
index 00000000..6b8ef066
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_describe_pod.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"inventory-management-api","namespace":"default"}}
+Command `kubectl describe pod inventory-management-api -n default` failed with return code 1
+stdout:
+
+stderr:
+Error from server (NotFound): pods "inventory-management-api" not found
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_find_resource.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_find_resource.txt
new file mode 100644
index 00000000..16c2aa7a
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_find_resource.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"inventory-management-api"}}
+Command `kubectl get -A --show-labels -o wide pod | grep inventory-management-api` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_get_all.txt
new file mode 100644
index 00000000..1875b780
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_get_all.txt
@@ -0,0 +1,65 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS      AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0             7d3h    172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             94m     172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0             7d2h    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       krr-job-99dbe7b7-898d-4062-8187-34b499525000-9fzjp       0/1     Pending   0             3h9m    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,batch.kubernetes.io/job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000,controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000
+default       nginx-deployment-688794cb9c-5cqqz                        0/1     Pending   0             5h8m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-8j7g6                        0/1     Pending   0             5h8m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-kbfbf                        1/1     Running   0             5h8m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-mz8pm                        0/1     Pending   0             5h8m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-ng4mg                        0/1     Pending   0             5h8m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       order-processor                                          1/1     Running   3 (48m ago)   5h      172.31.23.45    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            <none>
+default       prod-endpoint-84b57fcff-2zl4x                            1/1     Running   0             5h39m   172.31.40.222   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=84b57fcff
+default       product-data-scraper-2fqrh                               0/1     Error     0             5h7m    172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             5h10m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             5h10m   172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             5h9m    172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             5h9m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0             7d3h    172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0             7d3h    172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0             7d3h    172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-54799fc97b-wpv45                          1/1     Running   0             6h15m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=54799fc97b
+default       robusta-holmes-678999dfd-ln8n5                           0/1     Error     0             6h23m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=678999dfd
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0             7d3h    172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0             7d3h    172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0             7d3h    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0             7d3h    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0             7d3h    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0             7d3h    172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+default       stress-test-7b596f4759-62lpg                             0/1     Pending   0             5h6m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-f7vmc                             0/1     Pending   0             5h6m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-s8m84                             0/1     Pending   0             5h6m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+kube-system   aws-node-475cb                                           2/2     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0             35d     172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0             35d     172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0             35d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0             35d     172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0             35d     172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0             35d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0             35d     172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0             14d     172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0             14d     172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0             14d     172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0             14d     172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0             14d     172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0             14d     172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0             14d     172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0             14d     172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0             14d     172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0             14d     172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0             14d     172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0             14d     172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0             14d     172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0             14d     172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_logs.txt
new file mode 100644
index 00000000..21ede759
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"inventory-management-api","namespace":"default"}}
+Command `kubectl logs inventory-management-api -n default` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "inventory-management-api" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_previous_logs.txt
new file mode 100644
index 00000000..2568d4f5
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/kubectl_previous_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"inventory-management-api","namespace":"default"}}
+Command `kubectl logs inventory-management-api -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "inventory-management-api" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/resource_instructions.json b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/resource_instructions.json
new file mode 100644
index 00000000..0967ef42
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/resource_instructions.json
@@ -0,0 +1 @@
+{}
diff --git a/tests/llm/fixtures/test_investigate/02_crashloop_backoff/test_case.yaml b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/test_case.yaml
new file mode 100644
index 00000000..b9780e87
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/02_crashloop_backoff/test_case.yaml
@@ -0,0 +1,32 @@
+expected_output: |
+  Alert Explanation
+
+  The pod inventory-management-api in the default namespace is experiencing a CrashLoopBackOff due to repeated failures in starting its container.
+
+  Investigation
+
+  - The pod inventory-management-api is using the nginx image and attempts to execute a command wge which is not found in the container's $PATH. This results in a StartError with an exit code 128.
+  - The pod has restarted 4 times and is currently in a Waiting state with the reason CrashLoopBackOff.
+  - The error message indicates: exec: "wge": executable file not found in $PATH.
+
+  Conclusions and Possible Root Causes
+
+  - Incorrect Command: The command wge is likely a typo or misconfiguration. The intended command might be wget, which is a common utility for downloading files.
+  - Missing Executable: The required executable is not present in the container's image, leading to the failure to start the container.
+
+  Next Steps
+
+  - Correct the command in the pod's configuration to use the correct executable, likely wget, if that was the intended command.
+  - Verify the container image includes all necessary executables and dependencies.
+  - Update the pod configuration and redeploy the pod with the corrected command. You can do this by editing the pod's YAML configuration and applying the changes:
+
+  ```
+  kubectl edit pod inventory-management-api -n default
+  ```
+
+evaluation:
+  answer_relevancy: 0
+  faithfulness: 0
+  contextual_precision: 0
+  contextual_recall: 0
+  contextual_relevancy: 0
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/fetch_finding_by_id.txt
new file mode 100644
index 00000000..c5536c99
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/fetch_finding_by_id.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"cb37003b-9c88-440b-9f6b-7af1239d8da0"}}
+error: 'Failed to find a finding with finding_id=cb37003b-9c88-440b-9f6b-7af1239d8da0:
+  Holmes'' data access layer is not enabled.'
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/investigate_request.json b/tests/llm/fixtures/test_investigate/03_cpu_throttling/investigate_request.json
new file mode 100644
index 00000000..b273e103
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/investigate_request.json
@@ -0,0 +1,20 @@
+{
+  "source": "prometheus",
+  "source_instance_id": "some-instance",
+  "title": "CrashLoopBackoff.",
+  "description": "Crashing pod inventory-management-api in namespace default",
+  "subject": {
+    "name": "inventory-management-api",
+    "subject_type": "pod",
+    "namespace": "default",
+    "node": "ip-172-31-21-139.us-east-2.compute.internal",
+    "container": "inventory-management-api",
+    "labels": {},
+    "annotations": {}
+  },
+  "context": {
+    "robusta_issue_id": "cb37003b-9c88-440b-9f6b-7af1239d8da0"
+  },
+  "include_tool_calls": true,
+  "include_tool_call_results": true
+}
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/issue_data.json b/tests/llm/fixtures/test_investigate/03_cpu_throttling/issue_data.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/issue_data.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_describe.txt
new file mode 100644
index 00000000..6b8ef066
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_describe.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"inventory-management-api","namespace":"default"}}
+Command `kubectl describe pod inventory-management-api -n default` failed with return code 1
+stdout:
+
+stderr:
+Error from server (NotFound): pods "inventory-management-api" not found
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_find_resource.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_find_resource.txt
new file mode 100644
index 00000000..16c2aa7a
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_find_resource.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"inventory-management-api"}}
+Command `kubectl get -A --show-labels -o wide pod | grep inventory-management-api` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_get_all.txt
new file mode 100644
index 00000000..7e04761d
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_get_all.txt
@@ -0,0 +1,65 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS      AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0             7d2h    172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             83m     172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0             7d2h    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       krr-job-99dbe7b7-898d-4062-8187-34b499525000-9fzjp       0/1     Pending   0             178m    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,batch.kubernetes.io/job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000,controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000
+default       nginx-deployment-688794cb9c-5cqqz                        0/1     Pending   0             4h57m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-8j7g6                        0/1     Pending   0             4h57m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-kbfbf                        1/1     Running   0             4h57m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-mz8pm                        0/1     Pending   0             4h57m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-ng4mg                        0/1     Pending   0             4h57m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       order-processor                                          1/1     Running   3 (37m ago)   4h49m   172.31.23.45    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            <none>
+default       prod-endpoint-84b57fcff-2zl4x                            1/1     Running   0             5h29m   172.31.40.222   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=84b57fcff
+default       product-data-scraper-2fqrh                               0/1     Error     0             4h57m   172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             4h59m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             4h59m   172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             4h59m   172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             4h58m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0             7d2h    172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0             7d2h    172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0             7d2h    172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-54799fc97b-wpv45                          1/1     Running   0             6h4m    172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=54799fc97b
+default       robusta-holmes-678999dfd-ln8n5                           0/1     Error     0             6h12m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=678999dfd
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0             7d2h    172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0             7d2h    172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0             7d2h    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0             7d2h    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0             7d2h    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0             7d2h    172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+default       stress-test-7b596f4759-62lpg                             0/1     Pending   0             4h55m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-f7vmc                             0/1     Pending   0             4h55m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-s8m84                             0/1     Pending   0             4h55m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+kube-system   aws-node-475cb                                           2/2     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0             35d     172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0             35d     172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0             35d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0             35d     172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0             35d     172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0             35d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0             35d     172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0             14d     172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0             14d     172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0             14d     172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0             14d     172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0             14d     172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0             14d     172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0             14d     172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0             14d     172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0             14d     172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0             14d     172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0             14d     172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0             14d     172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0             14d     172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0             14d     172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_logs.txt
new file mode 100644
index 00000000..21ede759
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"inventory-management-api","namespace":"default"}}
+Command `kubectl logs inventory-management-api -n default` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "inventory-management-api" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_previous_logs.txt
new file mode 100644
index 00000000..2568d4f5
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/kubectl_previous_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"inventory-management-api","namespace":"default"}}
+Command `kubectl logs inventory-management-api -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "inventory-management-api" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/resource_instructions.json b/tests/llm/fixtures/test_investigate/03_cpu_throttling/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/03_cpu_throttling/test_case.yaml b/tests/llm/fixtures/test_investigate/03_cpu_throttling/test_case.yaml
new file mode 100644
index 00000000..d4110b12
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/03_cpu_throttling/test_case.yaml
@@ -0,0 +1,22 @@
+expected_output: |
+  Alert Explanation
+
+  The frontend-service pod in the default namespace is experiencing 100% CPU throttling for the stress container. This means the container is being limited by its CPU quota, potentially affecting performance.
+  Investigation
+
+    - The frontend-service pod is running on node ip-172-31-21-139.us-east-2.compute.internal.
+    - The stress container is configured with CPU limits and requests set to 10m.
+    - The container is running a command to stress the CPU with 100 threads, which is likely causing the CPU throttling.
+    - The pod is in a Running state with no restarts, indicating it hasn't crashed or been restarted recently.
+    - Current logs show the stress command is actively running, but there are no previous logs available, suggesting the container hasn't been restarted.
+
+  Conclusions and Possible Root Causes
+
+    - CPU Limit Configuration: The stress container has a CPU limit of 10m, which is insufficient for the workload it is trying to perform (100 CPU threads). This is causing the CPU throttling.
+    - Application Design: The application is designed to use a high number of CPU threads, which is not compatible with the current CPU limits.
+
+  Next Steps
+
+    - Consider removing or increasing the CPU limit for the stress container if the application requires more CPU resources. This can be done by editing the pod's resource configuration:
+      `kubectl edit pod frontend-service -n default`
+    - Adjust the resources.limits.cpu value to a higher number or remove it entirely if appropriate.
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/fetch_finding_by_id.txt
new file mode 100644
index 00000000..4a7dc087
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/fetch_finding_by_id.txt
@@ -0,0 +1,42 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1"}}
+{
+  "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+  "aggregation_key": "KubernetesWarningEvent",
+  "annotations": {},
+  "category": null,
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18T08:21:32.144684",
+  "description": "Failed to pull image \\\"yourcompany/crw:latest\\\": failed to pull and unpack image \\\"docker.io/yourcompany/crw:latest\\\": failed to resolve reference \\\"docker.io/yourcompany/crw:latest\\\": pull access denied, repository does not exist or may require authorization: server message: insufficient_scope: authorization failed",
+  "ends_at": null,
+  "evidence": [
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T08:21:32.061455",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Related Events**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"Scheduled\\\", \\\"Normal\\\", 1731918091183.75, \\\"Successfully assigned default/customer-relations-webapp-5d98ffcfd-tz4nc to ip-172-31-40-111.us-east-2.compute.internal\\\"], [\\\"Pulling\\\", \\\"Normal\\\", 1731918091000.0, \\\"Pulling image \\\\\\\"yourcompany/crw:latest\\\\\\\"\\\"], [\\\"Failed\\\", \\\"Warning\\\", 1731918091000.0, \\\"Failed to pull image \\\\\\\"yourcompany/crw:latest\\\\\\\": failed to pull and unpack image \\\\\\\"docker.io/yourcompany/crw:latest\\\\\\\": failed to resolve reference \\\\\\\"docker.io/yourcompany/crw:latest\\\\\\\": pull access denied, repository does not exist or may require authorization: server message: insufficient_scope: authorization failed\\\"], [\\\"Failed\\\", \\\"Warning\\\", 1731918091000.0, \\\"Error: ErrImagePull\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": "k8s_events",
+      "file_type": "structured_data",
+      "id": "a2284f9e-11aa-4a1c-b72a-1985c1b1e145",
+      "issue_id": "5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1",
+      "title": "Related Events"
+    }
+  ],
+  "failure": true,
+  "finding_type": "issue",
+  "fingerprint": "4396bc99d320067445030e77f6d2b9c9798a1835565f88e7c60fd31339e34486",
+  "group_id": null,
+  "id": "5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1",
+  "labels": {},
+  "priority": "DEBUG",
+  "service_key": "default/Deployment/customer-relations-webapp",
+  "service_kind": null,
+  "source": "kubernetes_api_server",
+  "starts_at": "2024-11-18T08:21:31.842217+00:00",
+  "subject_name": "customer-relations-webapp-5d98ffcfd-tz4nc",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "subject_type": "pod",
+  "title": "Failed Warning for Pod default/customer-relations-webapp-5d98ffcfd-tz4nc",
+  "updated_at": "2024-11-18T08:21:32.119862+00:00",
+  "video_links": []
+}
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/investigate_request.json b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/investigate_request.json
new file mode 100644
index 00000000..62927a4d
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "kubernetes_api_server",
+  "title": "KubernetesWarningEvent",
+  "description": "",
+  "subject": {
+    "name": "customer-relations-webapp-5d98ffcfd-tz4nc",
+    "namespace": "default",
+    "kind": "pod",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "KubernetesWarningEvent",
+    "robusta_issue_id": "5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1",
+    "source": "kubernetes_api_server"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/issue_data.json b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/issue_data.json
new file mode 100644
index 00000000..32164efd
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/issue_data.json
@@ -0,0 +1,41 @@
+{
+  "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+  "aggregation_key": "KubernetesWarningEvent",
+  "annotations": {},
+  "category": null,
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18T08:21:32.144684",
+  "description": "Failed to pull image \\\"yourcompany/crw:latest\\\": failed to pull and unpack image \\\"docker.io/yourcompany/crw:latest\\\": failed to resolve reference \\\"docker.io/yourcompany/crw:latest\\\": pull access denied, repository does not exist or may require authorization: server message: insufficient_scope: authorization failed",
+  "ends_at": null,
+  "evidence": [
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T08:21:32.061455",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Related Events**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"Scheduled\\\", \\\"Normal\\\", 1731918091183.75, \\\"Successfully assigned default/customer-relations-webapp-5d98ffcfd-tz4nc to ip-172-31-40-111.us-east-2.compute.internal\\\"], [\\\"Pulling\\\", \\\"Normal\\\", 1731918091000.0, \\\"Pulling image \\\\\\\"yourcompany/crw:latest\\\\\\\"\\\"], [\\\"Failed\\\", \\\"Warning\\\", 1731918091000.0, \\\"Failed to pull image \\\\\\\"yourcompany/crw:latest\\\\\\\": failed to pull and unpack image \\\\\\\"docker.io/yourcompany/crw:latest\\\\\\\": failed to resolve reference \\\\\\\"docker.io/yourcompany/crw:latest\\\\\\\": pull access denied, repository does not exist or may require authorization: server message: insufficient_scope: authorization failed\\\"], [\\\"Failed\\\", \\\"Warning\\\", 1731918091000.0, \\\"Error: ErrImagePull\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": "k8s_events",
+      "file_type": "structured_data",
+      "id": "a2284f9e-11aa-4a1c-b72a-1985c1b1e145",
+      "issue_id": "5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1",
+      "title": "Related Events"
+    }
+  ],
+  "failure": true,
+  "finding_type": "issue",
+  "fingerprint": "4396bc99d320067445030e77f6d2b9c9798a1835565f88e7c60fd31339e34486",
+  "group_id": null,
+  "id": "5fa9728c-4dbe-4c10-81ce-48ecfa7c4ce1",
+  "labels": {},
+  "priority": "DEBUG",
+  "service_key": "default/Deployment/customer-relations-webapp",
+  "service_kind": null,
+  "source": "kubernetes_api_server",
+  "starts_at": "2024-11-18T08:21:31.842217+00:00",
+  "subject_name": "customer-relations-webapp-5d98ffcfd-tz4nc",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "subject_type": "pod",
+  "title": "Failed Warning for Pod default/customer-relations-webapp-5d98ffcfd-tz4nc",
+  "updated_at": "2024-11-18T08:21:32.119862+00:00",
+  "video_links": []
+}
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_describe.txt
new file mode 100644
index 00000000..c18268e6
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_describe.txt
@@ -0,0 +1,61 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"customer-relations-webapp-5d98ffcfd-tz4nc","namespace":"default"}}
+stdout:
+Name:             customer-relations-webapp-5d98ffcfd-tz4nc
+Namespace:        default
+Priority:         0
+Service Account:  default
+Node:             ip-172-31-40-111.us-east-2.compute.internal/172.31.40.111
+Start Time:       Mon, 18 Nov 2024 08:21:31 +0000
+Labels:           app=customer-relations
+                  pod-template-hash=5d98ffcfd
+                  visualize=true
+Annotations:      <none>
+Status:           Pending
+IP:               172.31.40.222
+IPs:
+  IP:           172.31.40.222
+Controlled By:  ReplicaSet/customer-relations-webapp-5d98ffcfd
+Containers:
+  crw-main-container:
+    Container ID:
+    Image:          yourcompany/crw:latest
+    Image ID:
+    Port:           <none>
+    Host Port:      <none>
+    State:          Waiting
+      Reason:       ErrImagePull
+    Ready:          False
+    Restart Count:  0
+    Environment:    <none>
+    Mounts:
+      /var/run/secrets/kubernetes.io/serviceaccount from kube-api-access-tkq5c (ro)
+Conditions:
+  Type                        Status
+  PodReadyToStartContainers   True
+  Initialized                 True
+  Ready                       False
+  ContainersReady             False
+  PodScheduled                True
+Volumes:
+  kube-api-access-tkq5c:
+    Type:                    Projected (a volume that contains injected data from multiple sources)
+    TokenExpirationSeconds:  3607
+    ConfigMapName:           kube-root-ca.crt
+    ConfigMapOptional:       <nil>
+    DownwardAPI:             true
+QoS Class:                   BestEffort
+Node-Selectors:              <none>
+Tolerations:                 node.kubernetes.io/not-ready:NoExecute op=Exists for 300s
+                             node.kubernetes.io/unreachable:NoExecute op=Exists for 300s
+Events:
+  Type     Reason     Age                From               Message
+  ----     ------     ----               ----               -------
+  Normal   Scheduled  61s                default-scheduler  Successfully assigned default/customer-relations-webapp-5d98ffcfd-tz4nc to ip-172-31-40-111.us-east-2.compute.internal
+  Normal   Pulling    21s (x3 over 61s)  kubelet            Pulling image \"yourcompany/crw:latest\"
+  Warning  Failed     21s (x3 over 61s)  kubelet            Failed to pull image \"yourcompany/crw:latest\": failed to pull and unpack image \"docker.io/yourcompany/crw:latest\": failed to resolve reference \"docker.io/yourcompany/crw:latest\": pull access denied, repository does not exist or may require authorization: server message: insufficient_scope: authorization failed
+  Warning  Failed     21s (x3 over 61s)  kubelet            Error: ErrImagePull
+  Normal   BackOff    6s (x3 over 60s)   kubelet            Back-off pulling image \"yourcompany/crw:latest\"
+  Warning  Failed     6s (x3 over 60s)   kubelet            Error: ImagePullBackOff
+
+stderr:
+"
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_logs.txt
new file mode 100644
index 00000000..081a3a5b
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_logs.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"customer-relations-webapp-5d98ffcfd-tz4nc","namespace":"default"}}
+Command `kubectl logs customer-relations-webapp-5d98ffcfd-tz4nc -n default` failed with return code 1
+Error from server (BadRequest): container "crw-main-container" in pod "customer-relations-webapp-5d98ffcfd-tz4nc" is waiting to start: image can't be pulled
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_previous_logs.txt
new file mode 100644
index 00000000..c6231b57
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/kubectl_previous_logs.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"customer-relations-webapp-5d98ffcfd-tz4nc","namespace":"default"}}
+Command `kubectl logs customer-relations-webapp-5d98ffcfd-tz4nc -n default --previous` failed with return code 1
+Error from server (BadRequest): previous terminated container "crw-main-container" in pod "customer-relations-webapp-5d98ffcfd-tz4nc" not found
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/resource_instructions.json b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/04_image_pull_backoff/test_case.yaml b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/test_case.yaml
new file mode 100644
index 00000000..3785c84a
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/04_image_pull_backoff/test_case.yaml
@@ -0,0 +1,18 @@
+expected_output: |
+  # Alert Explanation
+  The pod `customer-relations-webapp-5d98ffcfd-tz4nc` in the `default` namespace is experiencing a warning event due to a failure in pulling the Docker image `yourcompany/crw:latest`.
+
+  # Investigation
+  - The pod is in a `Pending` state with the container `crw-main-container` waiting due to `ErrImagePull`.
+  - The events indicate repeated failures to pull the image `yourcompany/crw:latest` due to "pull access denied" and "insufficient_scope: authorization failed".
+  - The logs for the current and previous container states are unavailable because the container has not started successfully.
+
+  # Conclusions and Possible Root Causes
+  1. *Image Pull Authorization Failure*: The image `yourcompany/crw:latest` cannot be pulled because of authorization issues. This could be due to missing or incorrect credentials for accessing the Docker registry.
+  2. *Repository Access Issues*: The repository might not exist or the image tag `latest` might be incorrect, leading to the failure in resolving the image reference.
+
+  # Next Steps
+  - Verify the credentials used for accessing the Docker registry and ensure they have the necessary permissions.
+  - Check if the image `yourcompany/crw:latest` exists in the Docker registry and is accessible.
+  - Update the Kubernetes secret used for Docker registry credentials if necessary.
+  - Consider specifying a specific image tag instead of `latest` to avoid potential issues with image resolution.
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/05_crashpod/fetch_finding_by_id.txt
new file mode 100644
index 00000000..86177a86
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/fetch_finding_by_id.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"46001a4e-ce6a-4995-a025-89dbb846b821"}}
+error: 'Failed to find a finding with finding_id=46001a4e-ce6a-4995-a025-89dbb846b821:
+  Holmes'' data access layer is not enabled.'
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/investigate_request.json b/tests/llm/fixtures/test_investigate/05_crashpod/investigate_request.json
new file mode 100644
index 00000000..044320da
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "prometheus",
+  "title": "KubePodCrashLooping",
+  "description": "",
+  "subject": {
+    "name": "db-certs-authenticator-7ffd769f48-vndgd",
+    "namespace": "default",
+    "kind": "pod",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "KubePodCrashLooping",
+    "robusta_issue_id": "46001a4e-ce6a-4995-a025-89dbb846b821",
+    "source": "prometheus"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/issue_data.json b/tests/llm/fixtures/test_investigate/05_crashpod/issue_data.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/issue_data.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_describe.txt
new file mode 100644
index 00000000..36931e81
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_describe.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"db-certs-authenticator-7ffd769f48-vndgd","namespace":"default"}}
+Command `kubectl describe pod db-certs-authenticator-7ffd769f48-vndgd -n default` failed with return code 1
+stdout:
+
+stderr:
+Error from server (NotFound): pods "db-certs-authenticator-7ffd769f48-vndgd" not found
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource.txt
new file mode 100644
index 00000000..86203dfa
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"db-certs-authenticator"}}
+Command `kubectl get -A --show-labels -o wide pod | grep db-certs-authenticator` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource_w_namespace.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource_w_namespace.txt
new file mode 100644
index 00000000..6aeea630
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_find_resource_w_namespace.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"db-certs-authenticator","namespace":"default"}}
+Command `kubectl get -A --show-labels -o wide pod | grep db-certs-authenticator` failed with return code 1
+stdout:
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_get_all.txt
new file mode 100644
index 00000000..4ff71a1d
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_get_all.txt
@@ -0,0 +1,65 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS      AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0             7d2h    172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             71m     172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0             7d2h    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       krr-job-99dbe7b7-898d-4062-8187-34b499525000-9fzjp       0/1     Pending   0             166m    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,batch.kubernetes.io/job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000,controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000
+default       nginx-deployment-688794cb9c-5cqqz                        0/1     Pending   0             4h45m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-8j7g6                        0/1     Pending   0             4h45m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-kbfbf                        1/1     Running   0             4h45m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-mz8pm                        0/1     Pending   0             4h45m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-ng4mg                        0/1     Pending   0             4h45m   <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       order-processor                                          1/1     Running   3 (25m ago)   4h37m   172.31.23.45    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            <none>
+default       prod-endpoint-84b57fcff-2zl4x                            1/1     Running   0             5h16m   172.31.40.222   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=84b57fcff
+default       product-data-scraper-2fqrh                               0/1     Error     0             4h44m   172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             4h47m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             4h47m   172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             4h46m   172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             4h46m   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0             7d2h    172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0             7d2h    172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0             7d2h    172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-54799fc97b-wpv45                          1/1     Running   0             5h52m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=54799fc97b
+default       robusta-holmes-678999dfd-ln8n5                           0/1     Error     0             6h      172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=678999dfd
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0             7d2h    172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0             7d2h    172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0             7d2h    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0             7d2h    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0             7d2h    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0             7d2h    172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+default       stress-test-7b596f4759-62lpg                             0/1     Pending   0             4h43m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-f7vmc                             0/1     Pending   0             4h43m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-s8m84                             0/1     Pending   0             4h43m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+kube-system   aws-node-475cb                                           2/2     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0             35d     172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0             35d     172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0             35d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0             35d     172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0             35d     172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0             35d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0             35d     172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0             14d     172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0             14d     172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0             14d     172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0             14d     172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0             14d     172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0             14d     172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0             14d     172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0             14d     172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0             14d     172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0             14d     172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0             14d     172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0             14d     172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0             14d     172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0             14d     172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_logs.txt
new file mode 100644
index 00000000..f674bb76
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"db-certs-authenticator-7ffd769f48-vndgd","namespace":"default"}}
+Command `kubectl logs db-certs-authenticator-7ffd769f48-vndgd -n default` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "db-certs-authenticator-7ffd769f48-vndgd" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_previous_logs.txt
new file mode 100644
index 00000000..0b770066
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/kubectl_previous_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"db-certs-authenticator-7ffd769f48-vndgd","namespace":"default"}}
+Command `kubectl logs db-certs-authenticator-7ffd769f48-vndgd -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "db-certs-authenticator-7ffd769f48-vndgd" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/resource_instructions.json b/tests/llm/fixtures/test_investigate/05_crashpod/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/05_crashpod/test_case.yaml b/tests/llm/fixtures/test_investigate/05_crashpod/test_case.yaml
new file mode 100644
index 00000000..84d24e13
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/05_crashpod/test_case.yaml
@@ -0,0 +1,27 @@
+expected_output: |
+  The pod `db-certs-authenticator-7ffd769f48-vndgd` in the `default` namespace is experiencing a `CrashLoopBackOff`, indicating that the application within the pod is repeatedly crashing and Kubernetes is attempting to restart it.
+
+  # Investigation
+  1. The runbook for `KubePodCrashLooping` suggests checking pod events, logs, and configuration for issues such as resource constraints, misconfigurations, or missing dependencies.
+  2. Attempts to describe the pod and fetch logs failed because the pod `db-certs-authenticator-7ffd769f48-vndgd` is not currently found in the cluster.
+  3. A search for the pod across all namespaces confirmed that it is not present.
+
+  # Conclusions and Possible Root Causes
+  1. *Pod Deletion*: The pod `db-certs-authenticator-7ffd769f48-vndgd` may have been deleted after the alert was triggered, which is why it is not found in the cluster.
+  2. *Transient Issue*: The crash loop might have been a transient issue that resolved itself, leading to the pod being replaced or removed.
+  3. *Configuration or Resource Issue*: If the pod was deleted due to a configuration or resource issue, it might recur when the pod is redeployed.
+
+  # Next Steps
+  1. **Verify Deployment**: Check the deployment `db-certs-authenticator` to ensure it is correctly configured and running.
+     ```bash
+     kubectl get deployment db-certs-authenticator -n default
+     ```
+  2. **Check for New Pods**: Look for any new pods created by the deployment to replace the crashed pod.
+     ```bash
+     kubectl get pods -n default -l app=db-certs-authenticator
+     ```
+  3. **Review Deployment Configuration**: Ensure that the deployment configuration does not have issues that could cause pods to crash.
+     ```bash
+     kubectl describe deployment db-certs-authenticator -n default
+     ```
+  4. **Monitor for Recurrence**: Keep an eye on the deployment for any new crash loop alerts to identify if the issue persists.
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/06_job_failure/fetch_finding_by_id.txt
new file mode 100644
index 00000000..3cf23edb
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/fetch_finding_by_id.txt
@@ -0,0 +1,77 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"1eb606c4-46af-430e-a116-a92c201ee1d0"}}
+{
+  "category": null,
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18T09:19:27.025638",
+  "description": null,
+  "ends_at": null,
+  "evidence": [
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.85989",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job events:**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"BackoffLimitExceeded\\\", \\\"Warning\\\", 1731921566000.0, \\\"Job has reached the specified backoff limit\\\"], [\\\"SuccessfulCreate\\\", \\\"Normal\\\", 1731921503000.0, \\\"Created pod: java-api-checker-tgmn7\\\"], [\\\"SuccessfulCreate\\\", \\\"Normal\\\", 1731921432000.0, \\\"Created pod: java-api-checker-slp89\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": "k8s_events",
+      "file_type": "structured_data",
+      "id": "22615573-cf16-4bc6-aa7c-b5a888648274",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": "Job Events"
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.808787",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job information**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"description\\\", \\\"value\\\"], \\\"rows\\\": [[\\\"status\\\", \\\"Failed\\\"], [\\\"message\\\", \\\"Job has reached the specified backoff limit\\\"], [\\\"completions\\\", \\\"0/1\\\"], [\\\"failures\\\", \\\"2\\\"], [\\\"backoffLimit\\\", \\\"1\\\"], [\\\"duration\\\", \\\"2024-11-18T09:17:12Z - None\\\"], [\\\"containers\\\", \\\"------------------\\\"], [\\\"name\\\", \\\"java-beans\\\"], [\\\"image\\\", \\\"busybox\\\"], [\\\"cpu (request/limit)\\\", \\\"None/None\\\"], [\\\"memory MB (request/limit)\\\", \\\"None/None\\\"]], \\\"column_renderers\\\": {}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "e4c22ca3-4bcd-4acd-91b6-bbd0c3d15337",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.925522",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job pod events:**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"Scheduled\\\", \\\"Normal\\\", 1731921503047.968, \\\"Successfully assigned default/java-api-checker-tgmn7 to ip-172-31-40-111.us-east-2.compute.internal\\\"], [\\\"Pulling\\\", \\\"Normal\\\", 1731921503000.0, \\\"Pulling image \\\\\\\"busybox\\\\\\\"\\\"], [\\\"Pulled\\\", \\\"Normal\\\", 1731921503000.0, \\\"Successfully pulled image \\\\\\\"busybox\\\\\\\" in 191ms (192ms including waiting). Image size: 2166802 bytes.\\\"], [\\\"Created\\\", \\\"Normal\\\", 1731921503000.0, \\\"Created container java-beans\\\"], [\\\"Started\\\", \\\"Normal\\\", 1731921503000.0, \\\"Started container java-beans\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "314d4247-975d-4792-b54d-3b028c5ffe1a",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.971606",
+      "data": "[{\\\"type\\\": \\\"gz\\\", \\\"data\\\": \\\"b'H4sIAJ4GO2cC/+3OMQ7CMBAEwD6v2DIp0oCgSEdBQ8EfzvZFtjC+YF9C4PU4vIKCLXel0V5oIVxZn5JvOK+WJw2SBjSnGOGlaFs6aA7sMEqGM3jMnF8YKcTatd9pwJTF9c4M+5oOPZKgwiGSiQwrKbHdXFByUM8bMjM8FWQm66sUtOBOK0p4M3aH4//BLzxoPrhQ8yUgAgAA'\\\"}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "0f5c4a5b-d110-4dec-b55c-fb5e005ee180",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    }
+  ],
+  "failure": true,
+  "finding_type": "issue",
+  "fingerprint": "01261151cfe344ff0a66f1df2aa82c90652f0787459b385b5cd7c1c3cdc40ab5",
+  "group_id": null,
+  "id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+  "labels": {
+    "batch.kubernetes.io/controller-uid": "9872d2b2-9be8-489b-8b90-7c94f2d01e14",
+    "batch.kubernetes.io/job-name": "java-api-checker",
+    "controller-uid": "9872d2b2-9be8-489b-8b90-7c94f2d01e14",
+    "job-name": "java-api-checker"
+  },
+  "priority": "HIGH",
+  "service_key": "default/Job/java-api-checker",
+  "service_kind": null,
+  "source": "kubernetes_api_server",
+  "starts_at": "2024-11-18T09:19:26.562228+00:00",
+  "subject_name": "java-api-checker",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "subject_type": "job",
+  "title": "Job java-api-checker on namespace default failed",
+  "updated_at": "2024-11-18T09:19:26.994827+00:00",
+  "video_links": []
+}
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/investigate_request.json b/tests/llm/fixtures/test_investigate/06_job_failure/investigate_request.json
new file mode 100644
index 00000000..291ccea5
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "kubernetes_api_server",
+  "title": "JobFailure",
+  "description": "",
+  "subject": {
+    "name": "java-api-checker",
+    "namespace": "default",
+    "kind": "job",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "JobFailure",
+    "robusta_issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+    "source": "kubernetes_api_server"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/issue_data.json b/tests/llm/fixtures/test_investigate/06_job_failure/issue_data.json
new file mode 100644
index 00000000..68ca3209
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/issue_data.json
@@ -0,0 +1,76 @@
+{
+  "category": null,
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18T09:19:27.025638",
+  "description": null,
+  "ends_at": null,
+  "evidence": [
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.85989",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job events:**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"BackoffLimitExceeded\\\", \\\"Warning\\\", 1731921566000.0, \\\"Job has reached the specified backoff limit\\\"], [\\\"SuccessfulCreate\\\", \\\"Normal\\\", 1731921503000.0, \\\"Created pod: java-api-checker-tgmn7\\\"], [\\\"SuccessfulCreate\\\", \\\"Normal\\\", 1731921432000.0, \\\"Created pod: java-api-checker-slp89\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": "k8s_events",
+      "file_type": "structured_data",
+      "id": "22615573-cf16-4bc6-aa7c-b5a888648274",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": "Job Events"
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.808787",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job information**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"description\\\", \\\"value\\\"], \\\"rows\\\": [[\\\"status\\\", \\\"Failed\\\"], [\\\"message\\\", \\\"Job has reached the specified backoff limit\\\"], [\\\"completions\\\", \\\"0/1\\\"], [\\\"failures\\\", \\\"2\\\"], [\\\"backoffLimit\\\", \\\"1\\\"], [\\\"duration\\\", \\\"2024-11-18T09:17:12Z - None\\\"], [\\\"containers\\\", \\\"------------------\\\"], [\\\"name\\\", \\\"java-beans\\\"], [\\\"image\\\", \\\"busybox\\\"], [\\\"cpu (request/limit)\\\", \\\"None/None\\\"], [\\\"memory MB (request/limit)\\\", \\\"None/None\\\"]], \\\"column_renderers\\\": {}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "e4c22ca3-4bcd-4acd-91b6-bbd0c3d15337",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.925522",
+      "data": "[{\\\"type\\\": \\\"markdown\\\", \\\"data\\\": \\\"**Job pod events:**\\\"}, {\\\"type\\\": \\\"table\\\", \\\"data\\\": {\\\"headers\\\": [\\\"reason\\\", \\\"type\\\", \\\"time\\\", \\\"message\\\"], \\\"rows\\\": [[\\\"Scheduled\\\", \\\"Normal\\\", 1731921503047.968, \\\"Successfully assigned default/java-api-checker-tgmn7 to ip-172-31-40-111.us-east-2.compute.internal\\\"], [\\\"Pulling\\\", \\\"Normal\\\", 1731921503000.0, \\\"Pulling image \\\\\\\"busybox\\\\\\\"\\\"], [\\\"Pulled\\\", \\\"Normal\\\", 1731921503000.0, \\\"Successfully pulled image \\\\\\\"busybox\\\\\\\" in 191ms (192ms including waiting). Image size: 2166802 bytes.\\\"], [\\\"Created\\\", \\\"Normal\\\", 1731921503000.0, \\\"Created container java-beans\\\"], [\\\"Started\\\", \\\"Normal\\\", 1731921503000.0, \\\"Started container java-beans\\\"]], \\\"column_renderers\\\": {\\\"time\\\": \\\"DATETIME\\\"}}, \\\"metadata\\\": {}}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "314d4247-975d-4792-b54d-3b028c5ffe1a",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    },
+    {
+      "account_id": "debe17e5-0fe2-4c9c-9a7b-5dba04b83f89",
+      "collection_timestamp": null,
+      "creation_date": "2024-11-18T09:19:26.971606",
+      "data": "[{\\\"type\\\": \\\"gz\\\", \\\"data\\\": \\\"b'H4sIAJ4GO2cC/+3OMQ7CMBAEwD6v2DIp0oCgSEdBQ8EfzvZFtjC+YF9C4PU4vIKCLXel0V5oIVxZn5JvOK+WJw2SBjSnGOGlaFs6aA7sMEqGM3jMnF8YKcTatd9pwJTF9c4M+5oOPZKgwiGSiQwrKbHdXFByUM8bMjM8FWQm66sUtOBOK0p4M3aH4//BLzxoPrhQ8yUgAgAA'\\\"}]",
+      "enrichment_type": null,
+      "file_type": "structured_data",
+      "id": "0f5c4a5b-d110-4dec-b55c-fb5e005ee180",
+      "issue_id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+      "title": null
+    }
+  ],
+  "failure": true,
+  "finding_type": "issue",
+  "fingerprint": "01261151cfe344ff0a66f1df2aa82c90652f0787459b385b5cd7c1c3cdc40ab5",
+  "group_id": null,
+  "id": "1eb606c4-46af-430e-a116-a92c201ee1d0",
+  "labels": {
+    "batch.kubernetes.io/controller-uid": "9872d2b2-9be8-489b-8b90-7c94f2d01e14",
+    "batch.kubernetes.io/job-name": "java-api-checker",
+    "controller-uid": "9872d2b2-9be8-489b-8b90-7c94f2d01e14",
+    "job-name": "java-api-checker"
+  },
+  "priority": "HIGH",
+  "service_key": "default/Job/java-api-checker",
+  "service_kind": null,
+  "source": "kubernetes_api_server",
+  "starts_at": "2024-11-18T09:19:26.562228+00:00",
+  "subject_name": "java-api-checker",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "subject_type": "job",
+  "title": "Job java-api-checker on namespace default failed",
+  "updated_at": "2024-11-18T09:19:26.994827+00:00",
+  "video_links": []
+}
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_describe.txt
new file mode 100644
index 00000000..ca6f4dc8
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_describe.txt
@@ -0,0 +1,45 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"job","name":"java-api-checker","namespace":"default"}}
+stdout:
+Name:             java-api-checker
+Namespace:        default
+Selector:         batch.kubernetes.io/controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14
+Labels:           batch.kubernetes.io/controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14
+                  batch.kubernetes.io/job-name=java-api-checker
+                  controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14
+                  job-name=java-api-checker
+Annotations:      <none>
+Parallelism:      1
+Completions:      1
+Completion Mode:  NonIndexed
+Start Time:       Mon, 18 Nov 2024 09:17:12 +0000
+Pods Statuses:    0 Active (0 Ready) / 0 Succeeded / 2 Failed
+Pod Template:
+  Labels:  batch.kubernetes.io/controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14
+           batch.kubernetes.io/job-name=java-api-checker
+           controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14
+           job-name=java-api-checker
+  Containers:
+   java-beans:
+    Image:      busybox
+    Port:       <none>
+    Host Port:  <none>
+    Command:
+      /bin/sh
+      -c
+    Args:
+      echo 'Java Network Exception:
+      All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+      All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+      All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+      All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256'; sleep 60; exit 1
+    Environment:  <none>
+    Mounts:       <none>
+  Volumes:        <none>
+Events:
+  Type     Reason                Age    From            Message
+  ----     ------                ----   ----            -------
+  Normal   SuccessfulCreate      5m45s  job-controller  Created pod: java-api-checker-slp89
+  Normal   SuccessfulCreate      4m34s  job-controller  Created pod: java-api-checker-tgmn7
+  Warning  BackoffLimitExceeded  3m31s  job-controller  Job has reached the specified backoff limit
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_get.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_get.txt
new file mode 100644
index 00000000..750d5cd8
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_get.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get","match_params":{"kind":"job","name":"java-api-checker","namespace":"default"}}
+NAME                     READY   STATUS   RESTARTS   AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+java-api-checker-slp89   0/1     Error    0          5m46s   172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14,batch.kubernetes.io/job-name=java-api-checker,controller-uid=9872d2b2-9be8-489b-8b90-7c94f2d01e14,job-name=java-api-checker
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs.txt
new file mode 100644
index 00000000..acc438a4
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"java-api-checker-slp89","namespace":"default"}}
+Java Network Exception:
+All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
+All host(s) tried for db query failed (tried: prod-db:3333) - no available connection and the queue has reached its max size 256
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs_tgmn7.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs_tgmn7.txt
new file mode 100644
index 00000000..c28a6ec2
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_logs_tgmn7.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"java-api-checker-tgmn7","namespace":"default"}}
+Command `kubectl logs java-api-checker-tgmn7 -n default` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "java-api-checker-tgmn7" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs.txt
new file mode 100644
index 00000000..35abae4d
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"java-api-checker-slp89","namespace":"default"}}
+Command `kubectl logs java-api-checker-slp89 -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "java-api-checker-slp89" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs_tgmn7.txt b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs_tgmn7.txt
new file mode 100644
index 00000000..08c17c5c
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/kubectl_previous_logs_tgmn7.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"java-api-checker-tgmn7","namespace":"default"}}
+Command `kubectl logs java-api-checker-tgmn7 -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+error: error from server (NotFound): pods "java-api-checker-tgmn7" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/resource_instructions.json b/tests/llm/fixtures/test_investigate/06_job_failure/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/06_job_failure/test_case.yaml b/tests/llm/fixtures/test_investigate/06_job_failure/test_case.yaml
new file mode 100644
index 00000000..b87cf837
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/06_job_failure/test_case.yaml
@@ -0,0 +1,16 @@
+expected_output: |
+  The job `java-api-checker` in the `default` namespace has failed because it reached the specified backoff limit.
+
+  # Investigation
+  The job `java-api-checker` was configured with a `backoffLimit` of 1, meaning it would retry once upon failure. The job failed twice, as indicated by the events and logs. The logs from the pod `java-api-checker-slp89` show repeated network exceptions indicating that all attempts to connect to the database at `prod-db:3333` failed due to no available connections and a full queue.
+
+  # Conclusions and Possible Root Causes
+  1. *Database Connectivity Issues*: The primary issue is a failure to connect to the database at `prod-db:3333`. This could be due to network issues, the database being down, or the database being overloaded.
+  2. *Configuration Error*: The job's configuration might not be suitable for the current database load, leading to connection failures.
+  3. *Resource Limitations*: The database might be hitting its connection limits or queue size, preventing new connections.
+
+  # Next Steps
+  1. Verify the status and availability of the database at `prod-db:3333`.
+  2. Check network connectivity between the Kubernetes cluster and the database.
+  3. Review and possibly increase the database's connection limits or queue size.
+  4. Consider adjusting the job's retry logic or backoff limit to allow more retries if transient issues are expected.
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/fetch_finding_by_id.txt
new file mode 100644
index 00000000..a452d7cc
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/fetch_finding_by_id.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"4a25f1ef-2206-43d2-9601-1eb4254b5904"}}
+error: 'Failed to find a finding with finding_id=4a25f1ef-2206-43d2-9601-1eb4254b5904:
+  Holmes'' data access layer is not enabled.'
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/investigate_request.json b/tests/llm/fixtures/test_investigate/07_job_syntax_error/investigate_request.json
new file mode 100644
index 00000000..297b27e5
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "prometheus",
+  "title": "KubeJobFailed",
+  "description": "",
+  "subject": {
+    "name": "product-data-scraper",
+    "namespace": "default",
+    "kind": "job",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "KubeJobFailed",
+    "robusta_issue_id": "4a25f1ef-2206-43d2-9601-1eb4254b5904",
+    "source": "prometheus"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/issue_data.json b/tests/llm/fixtures/test_investigate/07_job_syntax_error/issue_data.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/issue_data.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_job.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_job.txt
new file mode 100644
index 00000000..c71e29d8
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_job.txt
@@ -0,0 +1,40 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"job","name":"product-data-scraper","namespace":"default"}}
+stdout:
+Name:             product-data-scraper
+Namespace:        default
+Selector:         batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+Labels:           batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+                  batch.kubernetes.io/job-name=product-data-scraper
+                  controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+                  job-name=product-data-scraper
+Annotations:      <none>
+Parallelism:      1
+Completions:      5
+Completion Mode:  NonIndexed
+Suspend:          false
+Backoff Limit:    4
+Start Time:       Mon, 18 Nov 2024 10:24:17 +0100
+Pods Statuses:    0 Active (0 Ready) / 0 Succeeded / 5 Failed
+Pod Template:
+  Labels:  batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+           batch.kubernetes.io/job-name=product-data-scraper
+           controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+           job-name=product-data-scraper
+  Containers:
+   run-forever:
+    Image:      bash
+    Port:       <none>
+    Host Port:  <none>
+    Command:
+      /bin/sh
+    Args:
+      -c
+      wget -O - https://gist.githubusercontent.com/odyssomay/1078370/raw/35c5981f8c139bc9dc02186f187ebee61f5b9eb9/gistfile1.txt 2>/dev/null; while true; do sleep 10;done; fi
+    Environment:   <none>
+    Mounts:        <none>
+  Volumes:         <none>
+  Node-Selectors:  <none>
+  Tolerations:     <none>
+Events:            <none>
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_pod.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_pod.txt
new file mode 100644
index 00000000..8e4e4464
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_describe_pod.txt
@@ -0,0 +1,61 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"product-data-scraper-bg7vg","namespace":"default"}}
+stdout:
+Name:             product-data-scraper-bg7vg
+Namespace:        default
+Priority:         0
+Service Account:  default
+Node:             ip-172-31-40-111.us-east-2.compute.internal/172.31.40.111
+Start Time:       Mon, 18 Nov 2024 10:24:29 +0100
+Labels:           batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+                  batch.kubernetes.io/job-name=product-data-scraper
+                  controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c
+                  job-name=product-data-scraper
+Annotations:      <none>
+Status:           Failed
+IP:               172.31.37.22
+IPs:
+  IP:           172.31.37.22
+Controlled By:  Job/product-data-scraper
+Containers:
+  run-forever:
+    Container ID:  containerd://1a8a95c96821711196ac0bfb8bb76e859dfc516d4ca5bf90c93c81afe9e5eba6
+    Image:         bash
+    Image ID:      docker.io/library/bash@sha256:4bbfbe07eceeed5ab9136b37faf4f5cff3c28a339087ce068a76f2c1733054e8
+    Port:          <none>
+    Host Port:     <none>
+    Command:
+      /bin/sh
+    Args:
+      -c
+      wget -O - https://gist.githubusercontent.com/odyssomay/1078370/raw/35c5981f8c139bc9dc02186f187ebee61f5b9eb9/gistfile1.txt 2>/dev/null; while true; do sleep 10;done; fi
+    State:          Terminated
+      Reason:       Error
+      Exit Code:    2
+      Started:      Mon, 18 Nov 2024 10:24:30 +0100
+      Finished:     Mon, 18 Nov 2024 10:24:30 +0100
+    Ready:          False
+    Restart Count:  0
+    Environment:    <none>
+    Mounts:
+      /var/run/secrets/kubernetes.io/serviceaccount from kube-api-access-tjb7n (ro)
+Conditions:
+  Type                        Status
+  PodReadyToStartContainers   False 
+  Initialized                 True 
+  Ready                       False 
+  ContainersReady             False 
+  PodScheduled                True 
+Volumes:
+  kube-api-access-tjb7n:
+    Type:                    Projected (a volume that contains injected data from multiple sources)
+    TokenExpirationSeconds:  3607
+    ConfigMapName:           kube-root-ca.crt
+    ConfigMapOptional:       <nil>
+    DownwardAPI:             true
+QoS Class:                   BestEffort
+Node-Selectors:              <none>
+Tolerations:                 node.kubernetes.io/not-ready:NoExecute op=Exists for 300s
+                             node.kubernetes.io/unreachable:NoExecute op=Exists for 300s
+Events:                      <none>
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_find_resource.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_find_resource.txt
new file mode 100644
index 00000000..aa284f3a
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_find_resource.txt
@@ -0,0 +1,9 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"product-data-scraper"}}
+stdout:
+default       product-data-scraper-2fqrh                               0/1     Error     0             118m    172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             120m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             120m    172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             120m    172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             119m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get.txt
new file mode 100644
index 00000000..78042977
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get","match_params":{"kind":"pod","name":"product-data-scraper","namespace":"default"}}
+Command `kubectl get --show-labels -o wide pod product-data-scraper -n default` failed with return code 1
+stdout:
+
+stderr:
+Error from server (NotFound): pods "product-data-scraper" not found
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get_all.txt
new file mode 100644
index 00000000..d8d2f0ea
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_get_all.txt
@@ -0,0 +1,65 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS      AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0             7d2h    172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             91m     172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0             7d2h    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       krr-job-99dbe7b7-898d-4062-8187-34b499525000-9fzjp       0/1     Pending   0             3h6m    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,batch.kubernetes.io/job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000,controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000
+default       nginx-deployment-688794cb9c-5cqqz                        0/1     Pending   0             5h4m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-8j7g6                        0/1     Pending   0             5h4m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-kbfbf                        1/1     Running   0             5h4m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-mz8pm                        0/1     Pending   0             5h4m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-ng4mg                        0/1     Pending   0             5h4m    <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       order-processor                                          1/1     Running   3 (45m ago)   4h56m   172.31.23.45    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            <none>
+default       prod-endpoint-84b57fcff-2zl4x                            1/1     Running   0             5h36m   172.31.40.222   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=84b57fcff
+default       product-data-scraper-2fqrh                               0/1     Error     0             5h4m    172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             5h7m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             5h6m    172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             5h6m    172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             5h5m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0             7d2h    172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0             7d2h    172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0             7d2h    172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-54799fc97b-wpv45                          1/1     Running   0             6h11m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=54799fc97b
+default       robusta-holmes-678999dfd-ln8n5                           0/1     Error     0             6h20m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=678999dfd
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0             7d2h    172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0             7d2h    172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0             7d2h    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0             7d2h    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0             7d2h    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0             7d2h    172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+default       stress-test-7b596f4759-62lpg                             0/1     Pending   0             5h3m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-f7vmc                             0/1     Pending   0             5h3m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-s8m84                             0/1     Pending   0             5h3m    <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+kube-system   aws-node-475cb                                           2/2     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0             35d     172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0             35d     172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0             35d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0             35d     172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0             35d     172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0             35d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0             35d     172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0             14d     172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0             14d     172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0             14d     172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0             14d     172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0             14d     172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0             14d     172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0             14d     172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0             14d     172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0             14d     172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0             14d     172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0             14d     172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0             14d     172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0             14d     172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0             14d     172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_lineage_children.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_lineage_children.txt
new file mode 100644
index 00000000..3cd9d880
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_lineage_children.txt
@@ -0,0 +1,44 @@
+{"toolset_name":"kubernetes/extras","tool_name":"kubectl_lineage_children","match_params":{"kind":"job","name":"product-data-scraper","namespace":"default"}}
+NAME                                                        READY   STATUS                                                                                                               AGE
+Job/product-data-scraper                                    -                                                                                                                            21m
+├── Event/product-data-scraper.180905c0dd171cd7             -       SuccessfulCreate: Created pod: product-data-scraper-5fdj6                                                            21m
+├── Event/product-data-scraper.180905c3856b374f             -       SuccessfulCreate: Created pod: product-data-scraper-bg7vg                                                            21m
+├── Event/product-data-scraper.180905c8693f3398             -       SuccessfulCreate: Created pod: product-data-scraper-n8bhx                                                            21m
+├── Event/product-data-scraper.180905d1bb080b33             -       SuccessfulCreate: Created pod: product-data-scraper-vr29r                                                            20m
+├── Event/product-data-scraper.180905e4954bde82             -       SuccessfulCreate: Created pod: product-data-scraper-2fqrh                                                            19m
+├── Event/product-data-scraper.180905e5868ff48d             -       BackoffLimitExceeded: Job has reached the specified backoff limit                                                    19m
+├── Pod/product-data-scraper-2fqrh                          0/1     Error                                                                                                                19m
+│   ├── Event/product-data-scraper-2fqrh.180905e49616dcad   -       Scheduled: Successfully assigned default/product-data-scraper-2fqrh to ip-172-31-21-139.us-east-2.compute.internal   19m
+│   ├── Event/product-data-scraper-2fqrh.180905e4b3684858   -       Pulling: Pulling image \"bash\"                                                                                        19m
+│   ├── Event/product-data-scraper-2fqrh.180905e4ee7548d7   -       Pulled: Successfully pulled image \"bash\" in 990ms (990ms including waiting). Image size: 6335174 bytes.              19m
+│   ├── Event/product-data-scraper-2fqrh.180905e4f03c1a59   -       Created: Created container run-forever                                                                               19m
+│   ├── Event/product-data-scraper-2fqrh.180905e4f543acde   -       Started: Started container run-forever                                                                               19m
+│   └── Service/kubernetes                                  -                                                                                                                            6d22h
+├── Pod/product-data-scraper-5fdj6                          0/1     Error                                                                                                                21m
+│   ├── Event/product-data-scraper-5fdj6.180905c0ddf7c940   -       Scheduled: Successfully assigned default/product-data-scraper-5fdj6 to ip-172-31-40-111.us-east-2.compute.internal   21m
+│   ├── Event/product-data-scraper-5fdj6.180905c0fc1d7dd1   -       Pulling: Pulling image \"bash\"                                                                                        21m
+│   ├── Event/product-data-scraper-5fdj6.180905c131ad5155   -       Pulled: Successfully pulled image \"bash\" in 898ms (898ms including waiting). Image size: 6335174 bytes.              21m
+│   ├── Event/product-data-scraper-5fdj6.180905c13369495d   -       Created: Created container run-forever                                                                               21m
+│   ├── Event/product-data-scraper-5fdj6.180905c13b29868f   -       Started: Started container run-forever                                                                               21m
+│   └── Service/kubernetes                                  -                                                                                                                            6d22h
+├── Pod/product-data-scraper-bg7vg                          0/1     Error                                                                                                                21m
+│   ├── Event/product-data-scraper-bg7vg.180905c386455311   -       Scheduled: Successfully assigned default/product-data-scraper-bg7vg to ip-172-31-40-111.us-east-2.compute.internal   21m
+│   ├── Event/product-data-scraper-bg7vg.180905c3a5239cc3   -       Pulling: Pulling image \"bash\"                                                                                        21m
+│   ├── Event/product-data-scraper-bg7vg.180905c3b7018c10   -       Pulled: Successfully pulled image \"bash\" in 299ms (299ms including waiting). Image size: 6335174 bytes.              21m
+│   ├── Event/product-data-scraper-bg7vg.180905c3b9556b37   -       Created: Created container run-forever                                                                               21m
+│   ├── Event/product-data-scraper-bg7vg.180905c3c16b1328   -       Started: Started container run-forever                                                                               21m
+│   └── Service/kubernetes                                  -                                                                                                                            6d22h
+├── Pod/product-data-scraper-n8bhx                          0/1     Error                                                                                                                21m
+│   ├── Event/product-data-scraper-n8bhx.180905c86a4979e8   -       Scheduled: Successfully assigned default/product-data-scraper-n8bhx to ip-172-31-40-111.us-east-2.compute.internal   21m
+│   ├── Event/product-data-scraper-n8bhx.180905c888c31ae6   -       Pulling: Pulling image \"bash\"                                                                                        21m
+│   ├── Event/product-data-scraper-n8bhx.180905c89696fe5a   -       Pulled: Successfully pulled image \"bash\" in 231ms (231ms including waiting). Image size: 6335174 bytes.              21m
+│   ├── Event/product-data-scraper-n8bhx.180905c898214f1d   -       Created: Created container run-forever                                                                               21m
+│   ├── Event/product-data-scraper-n8bhx.180905c89c4b407a   -       Started: Started container run-forever                                                                               21m
+│   └── Service/kubernetes                                  -                                                                                                                            6d22h
+└── Pod/product-data-scraper-vr29r                          0/1     Error                                                                                                                20m
+    ├── Event/product-data-scraper-vr29r.180905d1bb7f81de   -       Scheduled: Successfully assigned default/product-data-scraper-vr29r to ip-172-31-40-111.us-east-2.compute.internal   20m
+    ├── Event/product-data-scraper-vr29r.180905d1dbadf7e0   -       Pulling: Pulling image \"bash\"                                                                                        20m
+    ├── Event/product-data-scraper-vr29r.180905d1e7f2d101   -       Pulled: Successfully pulled image \"bash\" in 205ms (205ms including waiting). Image size: 6335174 bytes.              20m
+    ├── Event/product-data-scraper-vr29r.180905d1ea398b00   -       Created: Created container run-forever                                                                               20m
+    ├── Event/product-data-scraper-vr29r.180905d1f4d38ea8   -       Started: Started container run-forever                                                                               20m
+    └── Service/kubernetes                                  -                                                                                                                            6d22h
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs.txt
new file mode 100644
index 00000000..8fc49c31
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"product-data-scraper-2fqrh","namespace":"default"}}
+stdout:
+/bin/sh: syntax error: unexpected "fi"
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_5fdj6.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_5fdj6.txt
new file mode 100644
index 00000000..68f836e6
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_5fdj6.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"product-data-scraper-5fdj6","namespace":"default"}}
+stdout:
+/bin/sh: syntax error: unexpected "fi"
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_bg7vg.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_bg7vg.txt
new file mode 100644
index 00000000..d1b4f7a5
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_logs_bg7vg.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"product-data-scraper-bg7vg","namespace":"default"}}
+stdout:
+/bin/sh: syntax error: unexpected "fi"
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_previous_logs.txt
new file mode 100644
index 00000000..66d7819f
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/kubectl_previous_logs.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"product-data-scraper-2fqrh","namespace":"default"}}
+stdout:
+/bin/sh: syntax error: unexpected "fi"
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/resource_instructions.json b/tests/llm/fixtures/test_investigate/07_job_syntax_error/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/07_job_syntax_error/test_case.yaml b/tests/llm/fixtures/test_investigate/07_job_syntax_error/test_case.yaml
new file mode 100644
index 00000000..567f39da
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/07_job_syntax_error/test_case.yaml
@@ -0,0 +1,26 @@
+expected_output: |
+  The `KubeJobFailed` alert indicates that the Kubernetes job `product-data-scraper` in the `default` namespace failed to complete successfully.
+
+  # Investigation
+  1. The job `product-data-scraper` was configured to complete 5 times but failed all 5 attempts, reaching the backoff limit of 4.
+  2. The job's pods (`product-data-scraper-2fqrh`, `product-data-scraper-5fdj6`, etc.) were created successfully but encountered errors during execution.
+  3. The logs from one of the pods, `product-data-scraper-2fqrh`, show a syntax error: `/bin/sh: syntax error: unexpected "fi"`.
+
+  # Conclusions and Possible Root Causes
+  1. *Syntax Error in Command*: The job's container command has a syntax error, specifically an unexpected "fi", which is causing the job to fail.
+  2. *Job Configuration*: The job's backoff limit was reached due to repeated failures, indicating that the job's command needs correction.
+
+  # Next Steps
+  1. **Fix the Command**: Correct the syntax error in the job's command. Ensure that the shell script logic is correct.
+  2. **Redeploy the Job**: After fixing the command, delete the failed job and redeploy it to clear the alert.
+  3. **Verify**: Monitor the job to ensure it completes successfully without hitting the backoff limit.
+
+  To fix the job, you can edit the job's YAML to correct the command and then apply the changes:
+  ```bash
+  kubectl edit job product-data-scraper -n default
+  ```
+  After editing, delete the existing job and create a new one:
+  ```bash
+  kubectl delete job product-data-scraper -n default
+  kubectl apply -f <corrected-job-definition>.yaml
+  ```
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/08_memory_pressure/fetch_finding_by_id.txt
new file mode 100644
index 00000000..ed42d125
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/fetch_finding_by_id.txt
@@ -0,0 +1,3 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"aff5113d-1310-4fa8-a24d-6838171273ee"}}
+error: 'Failed to find a finding with finding_id=aff5113d-1310-4fa8-a24d-6838171273ee:
+  Holmes'' data access layer is not enabled.'
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/investigate_request.json b/tests/llm/fixtures/test_investigate/08_memory_pressure/investigate_request.json
new file mode 100644
index 00000000..ed20d5f8
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "prometheus",
+  "title": "KubeletTooManyPods",
+  "description": "",
+  "subject": {
+    "name": "ip-172-31-40-111.us-east-2.compute.internal",
+    "namespace": null,
+    "kind": "node",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "KubeletTooManyPods",
+    "robusta_issue_id": "aff5113d-1310-4fa8-a24d-6838171273ee",
+    "source": "prometheus"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/issue_data.json b/tests/llm/fixtures/test_investigate/08_memory_pressure/issue_data.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/issue_data.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_describe.txt b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_describe.txt
new file mode 100644
index 00000000..6d900501
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_describe.txt
@@ -0,0 +1,103 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"node","name":"ip-172-31-40-111.us-east-2.compute.internal","namespace":"default"}}
+stdout:
+Name:               ip-172-31-40-111.us-east-2.compute.internal
+Roles:              <none>
+Labels:             beta.kubernetes.io/arch=amd64
+                    beta.kubernetes.io/instance-type=t3.medium
+                    beta.kubernetes.io/os=linux
+                    eks.amazonaws.com/capacityType=ON_DEMAND
+                    eks.amazonaws.com/nodegroup=nicolas-node-group
+                    eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31
+                    failure-domain.beta.kubernetes.io/region=us-east-2
+                    failure-domain.beta.kubernetes.io/zone=us-east-2c
+                    k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31
+                    kubernetes.io/arch=amd64
+                    kubernetes.io/hostname=ip-172-31-40-111.us-east-2.compute.internal
+                    kubernetes.io/os=linux
+                    node.kubernetes.io/instance-type=t3.medium
+                    topology.ebs.csi.aws.com/zone=us-east-2c
+                    topology.k8s.aws/zone-id=use2-az3
+                    topology.kubernetes.io/region=us-east-2
+                    topology.kubernetes.io/zone=us-east-2c
+Annotations:        alpha.kubernetes.io/provided-node-ip: 172.31.40.111
+                    csi.volume.kubernetes.io/nodeid: {"ebs.csi.aws.com":"i-0e6de6538ed7dd6a1"}
+                    node.alpha.kubernetes.io/ttl: 0
+                    volumes.kubernetes.io/controller-managed-attach-detach: true
+CreationTimestamp:  Mon, 14 Oct 2024 08:10:44 +0200
+Taints:             <none>
+Unschedulable:      false
+Lease:
+  HolderIdentity:  ip-172-31-40-111.us-east-2.compute.internal
+  AcquireTime:     <unset>
+  RenewTime:       Mon, 18 Nov 2024 11:30:53 +0100
+Conditions:
+  Type             Status  LastHeartbeatTime                 LastTransitionTime                Reason                       Message
+  ----             ------  -----------------                 ------------------                ------                       -------
+  MemoryPressure   False   Mon, 18 Nov 2024 11:27:57 +0100   Mon, 14 Oct 2024 08:10:44 +0200   KubeletHasSufficientMemory   kubelet has sufficient memory available
+  DiskPressure     False   Mon, 18 Nov 2024 11:27:57 +0100   Mon, 14 Oct 2024 08:10:44 +0200   KubeletHasNoDiskPressure     kubelet has no disk pressure
+  PIDPressure      False   Mon, 18 Nov 2024 11:27:57 +0100   Mon, 14 Oct 2024 08:10:44 +0200   KubeletHasSufficientPID      kubelet has sufficient PID available
+  Ready            True    Mon, 18 Nov 2024 11:27:57 +0100   Mon, 14 Oct 2024 08:10:57 +0200   KubeletReady                 kubelet is posting ready status
+Addresses:
+  InternalIP:   172.31.40.111
+  ExternalIP:   18.191.138.60
+  InternalDNS:  ip-172-31-40-111.us-east-2.compute.internal
+  Hostname:     ip-172-31-40-111.us-east-2.compute.internal
+  ExternalDNS:  ec2-18-191-138-60.us-east-2.compute.amazonaws.com
+Capacity:
+  cpu:                2
+  ephemeral-storage:  20959212Ki
+  hugepages-1Gi:      0
+  hugepages-2Mi:      0
+  memory:             3943312Ki
+  pods:               17
+Allocatable:
+  cpu:                1930m
+  ephemeral-storage:  18242267924
+  hugepages-1Gi:      0
+  hugepages-2Mi:      0
+  memory:             3388304Ki
+  pods:               17
+System Info:
+  Machine ID:                 ec2479e827097f9137436ffc1e256e23
+  System UUID:                ec2479e8-2709-7f91-3743-6ffc1e256e23
+  Boot ID:                    490eb300-a8b1-4c5a-a0a3-2d243837b65c
+  Kernel Version:             5.10.225-213.878.amzn2.x86_64
+  OS Image:                   Amazon Linux 2
+  Operating System:           linux
+  Architecture:               amd64
+  Container Runtime Version:  containerd://1.7.11
+  Kubelet Version:            v1.30.4-eks-a737599
+  Kube-Proxy Version:         v1.30.4-eks-a737599
+ProviderID:                   aws:///us-east-2c/i-0e6de6538ed7dd6a1
+Non-terminated Pods:          (17 in total)
+  Namespace                   Name                                                    CPU Requests  CPU Limits  Memory Requests  Memory Limits  Age
+  ---------                   ----                                                    ------------  ----------  ---------------  -------------  ---
+  default                     nginx-deployment-688794cb9c-kbfbf                       0 (0%)        0 (0%)      0 (0%)           0 (0%)         63m
+  default                     prod-endpoint-84b57fcff-2zl4x                           0 (0%)        0 (0%)      0 (0%)           0 (0%)         95m
+  default                     robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m    100m (5%)     0 (0%)      0 (0%)           0 (0%)         6d22h
+  default                     robusta-prometheus-node-exporter-22ncm                  50m (2%)      0 (0%)      50Mi (1%)        50Mi (1%)      6d22h
+  default                     robusta-runner-68d76784b4-bqm9r                         250m (12%)    0 (0%)      1Gi (30%)        1Gi (30%)      6d22h
+  kube-system                 aws-node-87tjm                                          50m (2%)      0 (0%)      0 (0%)           0 (0%)         35d
+  kube-system                 coredns-858457f4f6-9vksl                                100m (5%)     0 (0%)      70Mi (2%)        170Mi (5%)     35d
+  kube-system                 coredns-858457f4f6-d6kvv                                100m (5%)     0 (0%)      70Mi (2%)        170Mi (5%)     35d
+  kube-system                 ebs-csi-controller-7bb676b68d-dz5wd                     60m (3%)      0 (0%)      240Mi (7%)       1536Mi (46%)   35d
+  kube-system                 ebs-csi-node-snr4c                                      30m (1%)      0 (0%)      120Mi (3%)       768Mi (23%)    35d
+  kube-system                 eks-pod-identity-agent-mbfpx                            0 (0%)        0 (0%)      0 (0%)           0 (0%)         35d
+  kube-system                 kube-proxy-tkz9f                                        100m (5%)     0 (0%)      0 (0%)           0 (0%)         35d
+  sock-shop                   carts-db-6548bf479b-49wbw                               0 (0%)        0 (0%)      0 (0%)           0 (0%)         13d
+  sock-shop                   carts-f5db95987-hvh8w                                   100m (5%)     300m (15%)  200Mi (6%)       500Mi (15%)    13d
+  sock-shop                   catalogue-db-f659c4c59-x94xs                            0 (0%)        0 (0%)      0 (0%)           0 (0%)         13d
+  sock-shop                   front-end-84cb7d7d7c-4s2cp                              100m (5%)     300m (15%)  300Mi (9%)       1000Mi (30%)   13d
+  sock-shop                   payment-d6fd65b86-zmjt5                                 99m (5%)      200m (10%)  100Mi (3%)       200Mi (6%)     13d
+Allocated resources:
+  (Total limits may be over 100 percent, i.e., overcommitted.)
+  Resource           Requests      Limits
+  --------           --------      ------
+  cpu                1139m (59%)   800m (41%)
+  memory             2174Mi (65%)  5418Mi (163%)
+  ephemeral-storage  0 (0%)        0 (0%)
+  hugepages-1Gi      0 (0%)        0 (0%)
+  hugepages-2Mi      0 (0%)        0 (0%)
+Events:              <none>
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get.txt b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get.txt
new file mode 100644
index 00000000..cb1ec825
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get","match_params":{"kind":"node","name":"ip-172-31-40-111.us-east-2.compute.internal","namespace":"default"}}
+stdout:
+NAME                                          STATUS   ROLES    AGE   VERSION               INTERNAL-IP     EXTERNAL-IP     OS-IMAGE         KERNEL-VERSION                  CONTAINER-RUNTIME     LABELS
+ip-172-31-40-111.us-east-2.compute.internal   Ready    <none>   35d   v1.30.4-eks-a737599   172.31.40.111   18.191.138.60   Amazon Linux 2   5.10.225-213.878.amzn2.x86_64   containerd://1.7.11   beta.kubernetes.io/arch=amd64,beta.kubernetes.io/instance-type=t3.medium,beta.kubernetes.io/os=linux,eks.amazonaws.com/capacityType=ON_DEMAND,eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31,eks.amazonaws.com/nodegroup=nicolas-node-group,failure-domain.beta.kubernetes.io/region=us-east-2,failure-domain.beta.kubernetes.io/zone=us-east-2c,k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31,kubernetes.io/arch=amd64,kubernetes.io/hostname=ip-172-31-40-111.us-east-2.compute.internal,kubernetes.io/os=linux,node.kubernetes.io/instance-type=t3.medium,topology.ebs.csi.aws.com/zone=us-east-2c,topology.k8s.aws/zone-id=use2-az3,topology.kubernetes.io/region=us-east-2,topology.kubernetes.io/zone=us-east-2c
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get_all.txt
new file mode 100644
index 00000000..501a54e6
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_get_all.txt
@@ -0,0 +1,8 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"node"}}
+stdout:
+NAME                                          STATUS   ROLES    AGE   VERSION               INTERNAL-IP     EXTERNAL-IP      OS-IMAGE         KERNEL-VERSION                  CONTAINER-RUNTIME     LABELS
+ip-172-31-21-139.us-east-2.compute.internal   Ready    <none>   35d   v1.30.4-eks-a737599   172.31.21.139   18.221.191.202   Amazon Linux 2   5.10.225-213.878.amzn2.x86_64   containerd://1.7.11   beta.kubernetes.io/arch=amd64,beta.kubernetes.io/instance-type=t3.medium,beta.kubernetes.io/os=linux,eks.amazonaws.com/capacityType=ON_DEMAND,eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31,eks.amazonaws.com/nodegroup=nicolas-node-group,failure-domain.beta.kubernetes.io/region=us-east-2,failure-domain.beta.kubernetes.io/zone=us-east-2b,k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31,kubernetes.io/arch=amd64,kubernetes.io/hostname=ip-172-31-21-139.us-east-2.compute.internal,kubernetes.io/os=linux,node.kubernetes.io/instance-type=t3.medium,topology.ebs.csi.aws.com/zone=us-east-2b,topology.k8s.aws/zone-id=use2-az2,topology.kubernetes.io/region=us-east-2,topology.kubernetes.io/zone=us-east-2b
+ip-172-31-40-111.us-east-2.compute.internal   Ready    <none>   35d   v1.30.4-eks-a737599   172.31.40.111   18.191.138.60    Amazon Linux 2   5.10.225-213.878.amzn2.x86_64   containerd://1.7.11   beta.kubernetes.io/arch=amd64,beta.kubernetes.io/instance-type=t3.medium,beta.kubernetes.io/os=linux,eks.amazonaws.com/capacityType=ON_DEMAND,eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31,eks.amazonaws.com/nodegroup=nicolas-node-group,failure-domain.beta.kubernetes.io/region=us-east-2,failure-domain.beta.kubernetes.io/zone=us-east-2c,k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31,kubernetes.io/arch=amd64,kubernetes.io/hostname=ip-172-31-40-111.us-east-2.compute.internal,kubernetes.io/os=linux,node.kubernetes.io/instance-type=t3.medium,topology.ebs.csi.aws.com/zone=us-east-2c,topology.k8s.aws/zone-id=use2-az3,topology.kubernetes.io/region=us-east-2,topology.kubernetes.io/zone=us-east-2c
+ip-172-31-8-128.us-east-2.compute.internal    Ready    <none>   35d   v1.30.4-eks-a737599   172.31.8.128    3.147.70.176     Amazon Linux 2   5.10.225-213.878.amzn2.x86_64   containerd://1.7.11   beta.kubernetes.io/arch=amd64,beta.kubernetes.io/instance-type=t3.medium,beta.kubernetes.io/os=linux,eks.amazonaws.com/capacityType=ON_DEMAND,eks.amazonaws.com/nodegroup-image=ami-067ed4d12a282fb31,eks.amazonaws.com/nodegroup=nicolas-node-group,failure-domain.beta.kubernetes.io/region=us-east-2,failure-domain.beta.kubernetes.io/zone=us-east-2a,k8s.io/cloud-provider-aws=02bcd7cbb8e774ede4606ab79260ae31,kubernetes.io/arch=amd64,kubernetes.io/hostname=ip-172-31-8-128.us-east-2.compute.internal,kubernetes.io/os=linux,node.kubernetes.io/instance-type=t3.medium,topology.ebs.csi.aws.com/zone=us-east-2a,topology.k8s.aws/zone-id=use2-az1,topology.kubernetes.io/region=us-east-2,topology.kubernetes.io/zone=us-east-2a
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_top_pods.txt b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_top_pods.txt
new file mode 100644
index 00000000..a29a1535
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/kubectl_top_pods.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/live-metrics","tool_name":"kubectl_top_pods","match_params":{}}
+Command `kubectl top pods -A` failed with return code 1
+stdout:
+
+stderr:
+error: Metrics API not available
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/resource_instructions.json b/tests/llm/fixtures/test_investigate/08_memory_pressure/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/08_memory_pressure/test_case.yaml b/tests/llm/fixtures/test_investigate/08_memory_pressure/test_case.yaml
new file mode 100644
index 00000000..6f4e312f
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/08_memory_pressure/test_case.yaml
@@ -0,0 +1,19 @@
+expected_output: |
+  The node `ip-172-31-40-111.us-east-2.compute.internal` is running at 100% of its pod capacity, which is set to 17 pods. This alert indicates that the node cannot schedule any additional pods.
+
+  # Investigation
+  - The node `ip-172-31-40-111.us-east-2.compute.internal` is currently running 17 pods, which is its maximum capacity.
+  - Several pods are pending, indicating they cannot be scheduled due to the node's capacity limit.
+  - The node is labeled as `t3.medium`, which typically has a lower pod capacity compared to larger instance types.
+  - Some pods on this node do not have CPU or memory requests defined, which can lead to inefficient resource utilization.
+
+  # Conclusions and Possible Root Causes
+  1. *Node Capacity Limit Reached*: The node has reached its maximum pod capacity of 17, preventing new pods from being scheduled.
+  2. *Resource Requests Not Defined*: The absence of CPU and memory requests for some pods may lead to suboptimal scheduling and resource allocation.
+  3. *Instance Type Limitation*: The `t3.medium` instance type may inherently support fewer pods due to its resource constraints.
+
+  # Next Steps
+  1. **Redistribute Pods**: Consider redistributing pods to other nodes with available capacity.
+  2. **Increase Node Capacity**: Add more nodes to the cluster or upgrade existing nodes to a larger instance type to accommodate more pods.
+  3. **Define Resource Requests**: Ensure all pods have defined CPU and memory requests to improve scheduling efficiency.
+  4. **Adjust Kubelet Configuration**: If feasible, increase the `maxPods` setting in the Kubelet configuration for nodes that can handle more pods.
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/fetch_finding_by_id.txt b/tests/llm/fixtures/test_investigate/09_high_latency/fetch_finding_by_id.txt
new file mode 100644
index 00000000..972f4d27
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/fetch_finding_by_id.txt
@@ -0,0 +1,21 @@
+{"toolset_name":"findings","tool_name":"fetch_finding_by_id","match_params":{"id":"5fedd1a3-83b7-45dc-9649-708323bd50f5"}}
+{
+  "id": "5fedd1a3-83b7-45dc-9649-708323bd50f5",
+  "description": "HTTP Requests to the '/checkout' endpoint in customer-orders-app are taking longer than 3 seconds",
+  "source": "customer-orders",
+  "priority": "DEBUG",
+  "subject_type": "Deployment",
+  "subject_name": "customer-orders",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "service_key": "",
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18 14:03:55.635001",
+  "title": "HighLatencyForCustomerCheckout",
+  "aggregation_key": "HighLatencyForCustomerCheckout",
+  "finding_type": "issue",
+  "failure": true,
+  "labels": {},
+  "annotations": {},
+  "evidence": []
+}
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/investigate_request.json b/tests/llm/fixtures/test_investigate/09_high_latency/investigate_request.json
new file mode 100644
index 00000000..fdad0ad0
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/investigate_request.json
@@ -0,0 +1,22 @@
+{
+  "source": "prometheus",
+  "title": "HighLatencyForCustomerCheckout",
+  "description": "",
+  "subject": {
+    "name": "customer-orders",
+    "namespace": "default",
+    "kind": "deployment",
+    "node": null,
+    "container": null,
+    "cluster": null
+  },
+  "context": {
+    "issue_type": "HighLatencyForCustomerCheckout",
+    "robusta_issue_id": "5fedd1a3-83b7-45dc-9649-708323bd50f5",
+    "source": "prometheus"
+  },
+  "source_instance_id": "ApiRequest",
+  "include_tool_calls": true,
+  "include_tool_call_results": true,
+  "prompt_template": "builtin://generic_investigation.jinja2"
+}
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/issue_data.json b/tests/llm/fixtures/test_investigate/09_high_latency/issue_data.json
new file mode 100644
index 00000000..7014fd74
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/issue_data.json
@@ -0,0 +1,20 @@
+{
+  "id": "5fedd1a3-83b7-45dc-9649-708323bd50f5",
+  "description": "HTTP Requests to the '/checkout' endpoint in customer-orders-app are taking longer than 3 seconds",
+  "source": "customer-orders",
+  "priority": "DEBUG",
+  "subject_type": "Deployment",
+  "subject_name": "customer-orders",
+  "subject_namespace": "default",
+  "subject_node": null,
+  "service_key": "",
+  "cluster": "test_cluster",
+  "creation_date": "2024-11-18 14:03:55.635001",
+  "title": "HighLatencyForCustomerCheckout",
+  "aggregation_key": "HighLatencyForCustomerCheckout",
+  "finding_type": "issue",
+  "failure": true,
+  "labels": {},
+  "annotations": {},
+  "evidence": []
+}
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_deployment.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_deployment.txt
new file mode 100644
index 00000000..5546a4a9
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_deployment.txt
@@ -0,0 +1,47 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"deployment","name":"customer-orders","namespace":"default"}}
+stdout:
+Name:                   customer-orders
+Namespace:              default
+CreationTimestamp:      Mon, 18 Nov 2024 14:00:06 +0100
+Labels:                 <none>
+Annotations:            deployment.kubernetes.io/revision: 1
+Selector:               app=customer-orders
+Replicas:               1 desired | 1 updated | 1 total | 1 available | 0 unavailable
+StrategyType:           RollingUpdate
+MinReadySeconds:        0
+RollingUpdateStrategy:  25% max unavailable, 25% max surge
+Pod Template:
+  Labels:  app=customer-orders
+  Containers:
+   fastapi-app:
+    Image:        us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db
+    Ports:        8000/TCP, 8001/TCP
+    Host Ports:   0/TCP, 0/TCP
+    Environment:  <none>
+    Mounts:       <none>
+   curl-sidecar:
+    Image:      curlimages/curl
+    Port:       <none>
+    Host Port:  <none>
+    Args:
+      /bin/sh
+      -c
+      while true; do curl -s http://localhost:8000; sleep 60; done
+    Environment:   <none>
+    Mounts:        <none>
+  Volumes:         <none>
+  Node-Selectors:  <none>
+  Tolerations:     <none>
+Conditions:
+  Type           Status  Reason
+  ----           ------  ------
+  Available      True    MinimumReplicasAvailable
+  Progressing    True    NewReplicaSetAvailable
+OldReplicaSets:  <none>
+NewReplicaSet:   customer-orders-c88c44547 (1/1 replicas created)
+Events:
+  Type    Reason             Age   From                   Message
+  ----    ------             ----  ----                   -------
+  Normal  ScalingReplicaSet  16m   deployment-controller  Scaled up replica set customer-orders-c88c44547 to 1
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_pod.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_pod.txt
new file mode 100644
index 00000000..ff811949
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_describe_pod.txt
@@ -0,0 +1,68 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_describe","match_params":{"kind":"pod","name":"customer-orders-c88c44547-sxg6h","namespace":"default"}}
+stdout:
+Name:             customer-orders-c88c44547-sxg6h
+Namespace:        default
+Priority:         0
+Service Account:  default
+Node:             ip-172-31-8-128.us-east-2.compute.internal/172.31.8.128
+Start Time:       Mon, 18 Nov 2024 14:00:06 +0100
+Labels:           app=customer-orders
+                  pod-template-hash=c88c44547
+Annotations:      <none>
+Status:           Running
+IP:               172.31.5.200
+IPs:
+  IP:           172.31.5.200
+Controlled By:  ReplicaSet/customer-orders-c88c44547
+Containers:
+  fastapi-app:
+    Container ID:   containerd://cdf17f6b5bf5e8ba5007dff4dd71be5f2ad45562776ece098f2d67f2ce1de46f
+    Image:          us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db
+    Image ID:       us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo@sha256:4fb95fef92b4a3bb59b28fd50feb2abfe51e1cfab7376edeee72c06c3f3b9b8c
+    Ports:          8000/TCP, 8001/TCP
+    Host Ports:     0/TCP, 0/TCP
+    State:          Running
+      Started:      Mon, 18 Nov 2024 14:00:13 +0100
+    Ready:          True
+    Restart Count:  0
+    Environment:    <none>
+    Mounts:
+      /var/run/secrets/kubernetes.io/serviceaccount from kube-api-access-zrggv (ro)
+  curl-sidecar:
+    Container ID:  containerd://4290436349a40b333d469ade52dfc23499648c59ded642b1550ef5ce1bcf484c
+    Image:         curlimages/curl
+    Image ID:      docker.io/curlimages/curl@sha256:83a505ba2ba62f208ed6e410c268b7b9aa48f0f7b403c8108b9773b44199dbba
+    Port:          <none>
+    Host Port:     <none>
+    Args:
+      /bin/sh
+      -c
+      while true; do curl -s http://localhost:8000; sleep 60; done
+    State:          Running
+      Started:      Mon, 18 Nov 2024 14:00:14 +0100
+    Ready:          True
+    Restart Count:  0
+    Environment:    <none>
+    Mounts:
+      /var/run/secrets/kubernetes.io/serviceaccount from kube-api-access-zrggv (ro)
+Conditions:
+  Type                        Status
+  PodReadyToStartContainers   True 
+  Initialized                 True 
+  Ready                       True 
+  ContainersReady             True 
+  PodScheduled                True 
+Volumes:
+  kube-api-access-zrggv:
+    Type:                    Projected (a volume that contains injected data from multiple sources)
+    TokenExpirationSeconds:  3607
+    ConfigMapName:           kube-root-ca.crt
+    ConfigMapOptional:       <nil>
+    DownwardAPI:             true
+QoS Class:                   BestEffort
+Node-Selectors:              <none>
+Tolerations:                 node.kubernetes.io/not-ready:NoExecute op=Exists for 300s
+                             node.kubernetes.io/unreachable:NoExecute op=Exists for 300s
+Events:                      <none>
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_find_resource.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_find_resource.txt
new file mode 100644
index 00000000..fde187fc
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_find_resource.txt
@@ -0,0 +1,5 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_find_resource","match_params":{"kind":"pod","keyword":"customer-orders"}}
+stdout:
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             128m    172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get.txt
new file mode 100644
index 00000000..b1903379
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get","match_params":{"kind":"deployment","name":"customer-orders","namespace":"default"}}
+stdout:
+NAME              READY   UP-TO-DATE   AVAILABLE   AGE   CONTAINERS                 IMAGES                                                                                          SELECTOR              LABELS
+customer-orders   1/1     1            1           17m   fastapi-app,curl-sidecar   us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db,curlimages/curl   app=customer-orders   <none>
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get_all.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get_all.txt
new file mode 100644
index 00000000..1d51fe96
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_get_all.txt
@@ -0,0 +1,65 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_get_all","match_params":{"kind":"pod"}}
+stdout:
+NAMESPACE     NAME                                                     READY   STATUS    RESTARTS      AGE     IP              NODE                                          NOMINATED NODE   READINESS GATES   LABELS
+default       alertmanager-robusta-kube-prometheus-st-alertmanager-0   2/2     Running   0             7d1h    172.31.3.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            alertmanager=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/instance=robusta-kube-prometheus-st-alertmanager,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=alertmanager,app.kubernetes.io/version=0.26.0,apps.kubernetes.io/pod-index=0,controller-revision-hash=alertmanager-robusta-kube-prometheus-st-alertmanager-57cd7fb46f,statefulset.kubernetes.io/pod-name=alertmanager-robusta-kube-prometheus-st-alertmanager-0
+default       customer-orders-c88c44547-sxg6h                          2/2     Running   0             27m     172.31.5.200    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=customer-orders,pod-template-hash=c88c44547
+default       krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58-n68zx       0/1     Pending   0             7d1h    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,batch.kubernetes.io/job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58,controller-uid=d9d8bfd2-914e-4e32-9a1a-3f96ebe4d5dd,job-name=krr-job-8e4112dc-6c9c-4de8-ab0d-0a4fcd6ffa58
+default       krr-job-99dbe7b7-898d-4062-8187-34b499525000-9fzjp       0/1     Pending   0             122m    <none>          <none>                                        <none>           <none>            app=krr.robusta.dev,batch.kubernetes.io/controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,batch.kubernetes.io/job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000,controller-uid=703fffa3-98c4-4f15-861a-5523231ecc54,job-name=krr-job-99dbe7b7-898d-4062-8187-34b499525000
+default       nginx-deployment-688794cb9c-5cqqz                        0/1     Pending   0             4h      <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-8j7g6                        0/1     Pending   0             4h      <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-kbfbf                        1/1     Running   0             4h      172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-mz8pm                        0/1     Pending   0             4h      <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       nginx-deployment-688794cb9c-ng4mg                        0/1     Pending   0             4h      <none>          <none>                                        <none>           <none>            app=nginx,pod-template-hash=688794cb9c
+default       order-processor                                          1/1     Running   2 (65m ago)   3h53m   172.31.23.45    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            <none>
+default       prod-endpoint-84b57fcff-2zl4x                            1/1     Running   0             4h32m   172.31.40.222   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=nginx,pod-template-hash=84b57fcff
+default       product-data-scraper-2fqrh                               0/1     Error     0             4h      172.31.21.29    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-5fdj6                               0/1     Error     0             4h3m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-bg7vg                               0/1     Error     0             4h2m    172.31.37.22    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-n8bhx                               0/1     Error     0             4h2m    172.31.39.19    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       product-data-scraper-vr29r                               0/1     Error     0             4h1m    172.31.37.156   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            batch.kubernetes.io/controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,batch.kubernetes.io/job-name=product-data-scraper,controller-uid=5f522d60-db91-4642-a719-00bdd7bb8c8c,job-name=product-data-scraper
+default       prometheus-robusta-kube-prometheus-st-prometheus-0       2/2     Running   0             7d1h    172.31.1.249    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=robusta-kube-prometheus-st-prometheus,app.kubernetes.io/managed-by=prometheus-operator,app.kubernetes.io/name=prometheus,app.kubernetes.io/version=2.48.1,apps.kubernetes.io/pod-index=0,controller-revision-hash=prometheus-robusta-kube-prometheus-st-prometheus-55d87c869b,operator.prometheus.io/name=robusta-kube-prometheus-st-prometheus,operator.prometheus.io/shard=0,prometheus=robusta-kube-prometheus-st-prometheus,statefulset.kubernetes.io/pod-name=prometheus-robusta-kube-prometheus-st-prometheus-0
+default       robusta-forwarder-89f44d49b-7ccwf                        1/1     Running   0             7d1h    172.31.6.195    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app=robusta-forwarder,pod-template-hash=89f44d49b
+default       robusta-grafana-597597b88-2wrpx                          3/3     Running   0             7d1h    172.31.25.172   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/name=grafana,pod-template-hash=597597b88
+default       robusta-holmes-54799fc97b-wpv45                          1/1     Running   0             5h7m    172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=54799fc97b
+default       robusta-holmes-678999dfd-ln8n5                           0/1     Error     0             5h16m   172.31.23.36    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app=holmes,pod-template-hash=678999dfd
+default       robusta-kube-prometheus-st-operator-7fc5db7f4d-pkv8m     1/1     Running   0             7d1h    172.31.38.193   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/part-of=kube-prometheus-stack,app.kubernetes.io/version=55.7.0,app=kube-prometheus-stack-operator,chart=kube-prometheus-stack-55.7.0,heritage=Helm,pod-template-hash=7fc5db7f4d,release=robusta
+default       robusta-kube-state-metrics-7964495ff6-mszjx              1/1     Running   0             7d1h    172.31.23.28    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=kube-state-metrics,app.kubernetes.io/part-of=kube-state-metrics,app.kubernetes.io/version=2.10.1,helm.sh/chart=kube-state-metrics-5.15.3,pod-template-hash=7964495ff6,release=robusta
+default       robusta-prometheus-node-exporter-22ncm                   1/1     Running   0             7d1h    172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-hsf46                   1/1     Running   0             7d1h    172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-prometheus-node-exporter-r9ss7                   1/1     Running   0             7d1h    172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=metrics,app.kubernetes.io/instance=robusta,app.kubernetes.io/managed-by=Helm,app.kubernetes.io/name=prometheus-node-exporter,app.kubernetes.io/part-of=prometheus-node-exporter,app.kubernetes.io/version=1.7.0,controller-revision-hash=7bf445876b,helm.sh/chart=prometheus-node-exporter-4.24.0,jobLabel=node-exporter,pod-template-generation=1,release=robusta
+default       robusta-runner-68d76784b4-bqm9r                          1/1     Running   0             7d1h    172.31.45.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app=robusta-runner,pod-template-hash=68d76784b4,robustaComponent=runner
+default       stress-test-7b596f4759-62lpg                             0/1     Pending   0             3h59m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-f7vmc                             0/1     Pending   0             3h59m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+default       stress-test-7b596f4759-s8m84                             0/1     Pending   0             3h59m   <none>          <none>                                        <none>           <none>            app=stress-test,pod-template-hash=7b596f4759
+kube-system   aws-node-475cb                                           2/2     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-87tjm                                           2/2     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   aws-node-m47xg                                           2/2     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=aws-vpc-cni,app.kubernetes.io/name=aws-node,controller-revision-hash=54f5998898,k8s-app=aws-node,pod-template-generation=1
+kube-system   coredns-858457f4f6-9vksl                                 1/1     Running   0             35d     172.31.43.91    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   coredns-858457f4f6-d6kvv                                 1/1     Running   0             35d     172.31.44.154   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            eks.amazonaws.com/component=coredns,k8s-app=kube-dns,pod-template-hash=858457f4f6
+kube-system   ebs-csi-controller-7bb676b68d-cs2gx                      6/6     Running   0             35d     172.31.12.254   ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-controller-7bb676b68d-dz5wd                      6/6     Running   0             35d     172.31.37.38    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-controller,pod-template-hash=7bb676b68d
+kube-system   ebs-csi-node-j7r2p                                       3/3     Running   0             35d     172.31.30.77    ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-pgrvq                                       3/3     Running   0             35d     172.31.2.194    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   ebs-csi-node-snr4c                                       3/3     Running   0             35d     172.31.36.149   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/component=csi-driver,app.kubernetes.io/managed-by=EKS,app.kubernetes.io/name=aws-ebs-csi-driver,app.kubernetes.io/version=1.35.0,app=ebs-csi-node,controller-revision-hash=6bc69bc4b9,pod-template-generation=1
+kube-system   eks-pod-identity-agent-mbfpx                             1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-nfqc6                             1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   eks-pod-identity-agent-vgz8h                             1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            app.kubernetes.io/instance=eks-pod-identity-agent,app.kubernetes.io/name=eks-pod-identity-agent,controller-revision-hash=74bcb67854,pod-template-generation=1
+kube-system   kube-proxy-24klf                                         1/1     Running   0             35d     172.31.21.139   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-l7vqp                                         1/1     Running   0             35d     172.31.8.128    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+kube-system   kube-proxy-tkz9f                                         1/1     Running   0             35d     172.31.40.111   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            controller-revision-hash=6b64cc6947,k8s-app=kube-proxy,pod-template-generation=1
+sock-shop     carts-db-6548bf479b-49wbw                                1/1     Running   0             14d     172.31.38.83    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts-db,pod-template-hash=6548bf479b
+sock-shop     carts-f5db95987-hvh8w                                    1/1     Running   0             14d     172.31.35.216   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=carts,pod-template-hash=f5db95987
+sock-shop     catalogue-58dc79c975-qrxkj                               1/1     Running   0             14d     172.31.28.250   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=catalogue,pod-template-hash=58dc79c975
+sock-shop     catalogue-db-f659c4c59-x94xs                             1/1     Running   0             14d     172.31.38.49    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=catalogue-db,pod-template-hash=f659c4c59
+sock-shop     front-end-84cb7d7d7c-4s2cp                               1/1     Running   0             14d     172.31.47.71    ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=front-end,pod-template-hash=84cb7d7d7c
+sock-shop     orders-68dc698477-b6g8x                                  1/1     Running   0             14d     172.31.16.203   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders,pod-template-hash=68dc698477
+sock-shop     orders-db-85b469d778-wf7sh                               1/1     Running   0             14d     172.31.27.164   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=orders-db,pod-template-hash=85b469d778
+sock-shop     payment-d6fd65b86-zmjt5                                  1/1     Running   0             14d     172.31.40.230   ip-172-31-40-111.us-east-2.compute.internal   <none>           <none>            name=payment,pod-template-hash=d6fd65b86
+sock-shop     queue-master-ff4874c99-kxgg9                             1/1     Running   0             13d     172.31.31.177   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=queue-master,pod-template-hash=ff4874c99
+sock-shop     rabbitmq-c9fd5c694-6g9xm                                 2/2     Running   0             13d     172.31.29.7     ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=rabbitmq,pod-template-hash=c9fd5c694
+sock-shop     session-db-686f69d474-qzhcx                              1/1     Running   0             13d     172.31.23.242   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=session-db,pod-template-hash=686f69d474
+sock-shop     shipping-84b9f9b465-pg8kc                                1/1     Running   0             13d     172.31.18.149   ip-172-31-21-139.us-east-2.compute.internal   <none>           <none>            name=shipping,pod-template-hash=84b9f9b465
+sock-shop     user-5bd96d75fb-ld8xv                                    1/1     Running   0             13d     172.31.0.106    ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user,pod-template-hash=5bd96d75fb
+sock-shop     user-db-5dc5c5f488-dw6xw                                 1/1     Running   0             13d     172.31.0.66     ip-172-31-8-128.us-east-2.compute.internal    <none>           <none>            name=user-db,pod-template-hash=5dc5c5f488
+
+stderr:
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_lineage_children.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_lineage_children.txt
new file mode 100644
index 00000000..dddcc176
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_lineage_children.txt
@@ -0,0 +1,19 @@
+{"toolset_name":"kubernetes/extras","tool_name":"kubectl_lineage_children","match_params":{"kind":"deployment","name":"customer-orders","namespace":"default"}}
+NAME                                                                 READY   STATUS                                                                                                                                                                                AGE
+Deployment/customer-orders                                           1/1                                                                                                                                                                                           18m
+├── Event/customer-orders.18091187b032cbf6                           -       ScalingReplicaSet: Scaled up replica set customer-orders-c88c44547 to 1                                                                                                               18m
+└── ReplicaSet/customer-orders-c88c44547                             1/1                                                                                                                                                                                           18m
+    ├── Event/customer-orders-c88c44547.18091187b6c90993             -       SuccessfulCreate: Created pod: customer-orders-c88c44547-sxg6h                                                                                                                        18m
+    └── Pod/customer-orders-c88c44547-sxg6h                          2/2     Running                                                                                                                                                                               18m
+        ├── Event/customer-orders-c88c44547-sxg6h.18091187b75ccb2f   -       Scheduled: Successfully assigned default/customer-orders-c88c44547-sxg6h to ip-172-31-8-128.us-east-2.compute.internal                                                                18m
+        ├── Event/customer-orders-c88c44547-sxg6h.18091187db54aa9a   -       Pulling: Pulling image "us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db"                                                                                18m
+        ├── Event/customer-orders-c88c44547-sxg6h.1809118978f62a1a   -       Pulled: Successfully pulled image "us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db" in 6.939s (6.939s including waiting). Image size: 67301774 bytes.   18m
+        ├── Event/customer-orders-c88c44547-sxg6h.180911897a178f04   -       Created: Created container fastapi-app                                                                                                                                                18m
+        ├── Event/customer-orders-c88c44547-sxg6h.180911897f55f265   -       Started: Started container fastapi-app                                                                                                                                                18m
+        ├── Event/customer-orders-c88c44547-sxg6h.180911897f64816a   -       Pulling: Pulling image "curlimages/curl"                                                                                                                                              18m
+        ├── Event/customer-orders-c88c44547-sxg6h.180911898fbbdbe8   -       Pulled: Successfully pulled image "curlimages/curl" in 274ms (274ms including waiting). Image size: 11928059 bytes.                                                                   18m
+        ├── Event/customer-orders-c88c44547-sxg6h.18091189924769e7   -       Created: Created container curl-sidecar                                                                                                                                               18m
+        ├── Event/customer-orders-c88c44547-sxg6h.180911899ab0ded2   -       Started: Started container curl-sidecar                                                                                                                                               18m
+        ├── Service/customer-orders-service                          -                                                                                                                                                                                             18m
+        │   └── EndpointSlice/customer-orders-service-npl28          -                                                                                                                                                                                             18m
+        └── Service/kubernetes                                       -                                                                                                                                                                                             7d1h
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs.txt
new file mode 100644
index 00000000..b971fe12
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs.txt
@@ -0,0 +1,247 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"customer-orders-c88c44547-sxg6h","namespace":"default"}}
+stdout:
+INFO:     Started server process [1]
+INFO:     Waiting for application startup.
+INFO:     Application startup complete.
+INFO:     Uvicorn running on http://0.0.0.0:8000 (Press CTRL+C to quit)
+INFO:     172.31.1.249:37648 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:41184 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:52694 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:37688 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 10.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 10.01 seconds.
+INFO:     127.0.0.1:57854 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:53568 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:36558 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:37284 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44580 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 5.00 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 5.00 seconds.
+INFO:     127.0.0.1:49894 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:52262 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:53888 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44244 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50682 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:34058 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 7.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 7.01 seconds.
+INFO:     127.0.0.1:47096 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:52178 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50542 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:53894 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:55848 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 10.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 10.01 seconds.
+INFO:     127.0.0.1:33682 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:45348 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:51026 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44558 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:55882 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:35828 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 10.00 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 10.00 seconds.
+INFO:     127.0.0.1:34256 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:55100 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50840 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:54038 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50354 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:54560 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:33940 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33810 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:36200 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33664 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:47906 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 7.00 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 7.00 seconds.
+INFO:     127.0.0.1:37862 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:51658 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:47682 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:37456 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:48484 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:48106 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:51438 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:49996 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44972 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:37910 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44894 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 8.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 8.12 seconds.
+INFO:     127.0.0.1:39676 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:38644 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:45972 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:60316 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44092 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:41348 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 6.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 6.01 seconds.
+INFO:     127.0.0.1:52826 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:58958 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:59168 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:46936 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:38788 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:35066 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:42412 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:57514 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:46342 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:39226 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:33332 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 5.00 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 5.00 seconds.
+INFO:     127.0.0.1:42878 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:38596 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:36630 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:51618 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33904 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:51464 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:57692 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:60304 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50526 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:56900 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:47230 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:47332 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:34966 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:55612 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:52442 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:41190 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:32824 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:56400 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:57886 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:51362 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:51674 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:33884 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 10.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 10.01 seconds.
+INFO:     127.0.0.1:51586 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33032 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:58260 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33630 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:33390 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 5.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 5.01 seconds.
+INFO:     127.0.0.1:47184 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:44284 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:53232 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:41306 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:57394 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:     172.31.1.249:45920 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Database call completed in 8.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 8.01 seconds.
+INFO:     127.0.0.1:37884 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:59450 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:50548 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:53928 - "GET /metrics HTTP/1.1" 200 OK
+INFO:     172.31.1.249:54492 - "GET /metrics HTTP/1.1" 200 OK
+INFO:app:Received request for checkout page.
+INFO:app:Connecting to promotions database to see if we should try to upsell user
+INFO:app:Connecting to database at None
+INFO:app:Fetching data using stored procedure: sp_CheckUserNotifications
+INFO:app:Database call completed in 9.01 seconds.
+INFO:app:Promotions result: True
+INFO:app:Page rendered in 9.01 seconds.
+INFO:     127.0.0.1:41566 - "GET / HTTP/1.1" 200 OK
+INFO:     172.31.1.249:47816 - "GET /metrics HTTP/1.1" 200 OK
+
+stderr:
+Defaulted container "fastapi-app" out of: fastapi-app, curl-sidecar
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs_incorrect.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs_incorrect.txt
new file mode 100644
index 00000000..313690da
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_logs_incorrect.txt
@@ -0,0 +1,2 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_logs","match_params":{"name":"customer-orders","namespace":"default"}}
+error: error from server (NotFound): pods "customer-orders" not found in namespace "default"
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_previous_logs.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_previous_logs.txt
new file mode 100644
index 00000000..a25d2434
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_previous_logs.txt
@@ -0,0 +1,7 @@
+{"toolset_name":"kubernetes/core","tool_name":"kubectl_previous_logs","match_params":{"name":"customer-orders-c88c44547-sxg6h","namespace":"default"}}
+Command `kubectl logs customer-orders-c88c44547-sxg6h -n default --previous` failed with return code 1
+stdout:
+
+stderr:
+Defaulted container "fastapi-app" out of: fastapi-app, curl-sidecar
+Error from server (BadRequest): previous terminated container "fastapi-app" in pod "customer-orders-c88c44547-sxg6h" not found
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_top_pods.txt b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_top_pods.txt
new file mode 100644
index 00000000..a29a1535
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/kubectl_top_pods.txt
@@ -0,0 +1,6 @@
+{"toolset_name":"kubernetes/live-metrics","tool_name":"kubectl_top_pods","match_params":{}}
+Command `kubectl top pods -A` failed with return code 1
+stdout:
+
+stderr:
+error: Metrics API not available
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/resource_instructions.json b/tests/llm/fixtures/test_investigate/09_high_latency/resource_instructions.json
new file mode 100644
index 00000000..9e26dfee
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/resource_instructions.json
@@ -0,0 +1 @@
+{}
\ No newline at end of file
diff --git a/tests/llm/fixtures/test_investigate/09_high_latency/test_case.yaml b/tests/llm/fixtures/test_investigate/09_high_latency/test_case.yaml
new file mode 100644
index 00000000..b16e2e6e
--- /dev/null
+++ b/tests/llm/fixtures/test_investigate/09_high_latency/test_case.yaml
@@ -0,0 +1,16 @@
+expected_output: |
+  The `HighLatencyForCustomerCheckout` alert is triggered because HTTP requests to the `/checkout` endpoint in the `customer-orders` application are taking longer than 3 seconds to complete.
+
+  # Investigation
+  1. **Deployment Details**: The `customer-orders` deployment in the `default` namespace is running with one replica. The deployment uses the `fastapi-app` container from the image `us-central1-docker.pkg.dev/genuine-flight-317411/devel/rds-demo:nicolas-no-db`.
+  2. **Pod Logs**: The logs from the `fastapi-app` container show that database calls are taking a significant amount of time, ranging from 5 to 10 seconds, which is contributing to the high latency of the checkout page rendering.
+
+  # Conclusions and Possible Root Causes
+  1. *Database Latency*: The primary cause of the high latency appears to be the time taken for database calls. The logs indicate that the database call `sp_CheckUserNotifications` is taking between 5 to 10 seconds to complete, which directly impacts the response time of the `/checkout` endpoint.
+  2. *Database Connection Issues*: The logs mention connecting to a database at `None`, which might indicate a misconfiguration or an issue with the database connection string.
+
+  # Next Steps
+  1. **Database Optimization**: Investigate the stored procedure `sp_CheckUserNotifications` for potential optimizations to reduce execution time.
+  2. **Configuration Check**: Verify the database connection settings in the application configuration to ensure they are correct and pointing to the intended database.
+  3. **Monitoring and Metrics**: Implement detailed monitoring on the database to identify any bottlenecks or resource constraints that could be causing delays.
+  4. **Scaling**: Consider scaling the database resources or the application if the load is higher than expected.
diff --git a/tests/llm/test_ask_holmes.py b/tests/llm/test_ask_holmes.py
new file mode 100644
index 00000000..b53d11fb
--- /dev/null
+++ b/tests/llm/test_ask_holmes.py
@@ -0,0 +1,108 @@
+from pathlib import Path
+from pydantic import TypeAdapter
+import os
+import pytest
+
+from holmes.core.conversations import build_chat_messages
+from holmes.core.llm import DefaultLLM
+from holmes.core.models import ChatRequest
+from holmes.core.tool_calling_llm import LLMResult, ToolCallingLLM
+from holmes.core.tools import ToolExecutor
+from tests.llm.utils.classifiers import get_context_classifier
+from tests.llm.utils.constants import PROJECT
+from tests.llm.utils.system import readable_timestamp
+from tests.llm.utils.mock_toolset import MockToolsets
+from braintrust import Experiment, ReadonlyExperiment
+
+from autoevals.llm import Factuality
+import braintrust
+from tests.llm.utils.mock_utils import AskHolmesTestCase, MockHelper, upload_dataset
+from tests.llm.utils.system import get_machine_state_tags
+from os import path
+
+TEST_CASES_FOLDER = Path(path.abspath(path.join(
+    path.dirname(__file__),
+    "fixtures", "test_ask_holmes"
+)))
+
+DATASET_NAME = "ask_holmes"
+
+@pytest.mark.llm
+@pytest.mark.skipif(not os.environ.get('BRAINTRUST_API_KEY'), reason="BRAINTRUST_API_KEY must be set to run LLM evaluations")
+def test_ask_holmes():
+
+    mh = MockHelper(TEST_CASES_FOLDER)
+    # upload_dataset(
+    #     test_cases=mh.load_investigate_test_cases(),
+    #     project_name=PROJECT,
+    #     dataset_name=DATASET_NAME
+    # )
+
+    # dataset = braintrust.init_dataset(project=PROJECT, name=DATASET_NAME)
+    # experiment:Experiment|ReadonlyExperiment = braintrust.init(
+    #     project=PROJECT,
+    #     experiment=f"ask_holmes_{readable_timestamp()}",
+    #     dataset=dataset,
+    #     open=False,
+    #     update=False,
+    #     metadata=get_machine_state_tags())
+
+    # if isinstance(experiment, ReadonlyExperiment):
+    #     raise Exception("Experiment must be writable. The above options open=False and update=False ensure this is the case so this exception should never be raised")
+
+
+    eval_factuality = Factuality()
+    test_cases = mh.load_ask_holmes_test_cases()
+    for test_case in test_cases:
+    # for dataset_row in dataset:
+    #     test_case = TypeAdapter(AskHolmesTestCase).validate_python(dataset_row["metadata"])
+
+        # span = experiment.start_span(name=f"ask_holmes:{test_case.id}", span_attributes={"test_case_id": test_case.id})
+        result = ask_holmes(test_case)
+        # span.end()
+
+        input = test_case.user_prompt
+        output = result.result
+        expected = test_case.expected_output
+
+        scores = {
+            "faithfulness": eval_factuality(output, expected, input=input).score,
+        }
+
+        if len(test_case.retrieval_context) > 0:
+            evaluate_context_usage = get_context_classifier(test_case.retrieval_context)
+            scores["context"] = evaluate_context_usage(output, expected, input=input).score
+
+        # span.log(
+        #     input=input,
+        #     output=output,
+        #     expected=expected,
+        #     dataset_record_id=dataset_row["id"],
+        #     scores=scores
+        # )
+
+    # experiment.flush()
+
+
+def ask_holmes(test_case:AskHolmesTestCase) -> LLMResult:
+
+    mock = MockToolsets(tools_passthrough=test_case.mocks_passthrough, test_case_folder=test_case.folder)
+
+    expected_tools = []
+    for tool_mock in test_case.tool_mocks:
+        mock.mock_tool(tool_mock)
+        expected_tools.append(tool_mock.tool_name)
+
+    tool_executor = ToolExecutor(mock.mocked_toolsets)
+    ai = ToolCallingLLM(
+        tool_executor=tool_executor,
+        max_steps=10,
+        llm=DefaultLLM("gpt-4o")
+    )
+
+    chat_request = ChatRequest(ask=test_case.user_prompt)
+
+    messages = build_chat_messages(
+        chat_request.ask, [], ai=ai
+    )
+    return ai.messages_call(messages=messages)
diff --git a/tests/llm/test_investigate.py b/tests/llm/test_investigate.py
new file mode 100644
index 00000000..414ae5aa
--- /dev/null
+++ b/tests/llm/test_investigate.py
@@ -0,0 +1,258 @@
+
+import json
+import logging
+import os
+from pathlib import Path
+from typing import Optional
+
+from autoevals import Factuality
+import braintrust
+import pytest
+from rich.console import Console
+
+from holmes.config import Config
+from holmes.core.investigation import investigate_issues
+from holmes.core.supabase_dal import SupabaseDal
+from holmes.core.tools import ToolExecutor, ToolsetPattern
+from tests.llm.utils.classifiers import get_context_classifier, get_logs_explanation_classifier
+from tests.llm.utils.constants import PROJECT
+from tests.llm.utils.system import get_machine_state_tags, readable_timestamp
+from tests.llm.utils.mock_dal import MockSupabaseDal
+from tests.llm.utils.mock_toolset import MockToolsets
+from tests.llm.utils.mock_utils import InvestigateTestCase, MockHelper, upload_dataset
+from os import path
+
+
+TEST_CASES_FOLDER = Path(path.abspath(path.join(
+    path.dirname(__file__),
+    "fixtures", "test_investigate"
+)))
+
+DATASET_NAME = "investigate"
+
+class MockConfig(Config):
+    def __init__(self, test_case:InvestigateTestCase):
+        super().__init__()
+        self._test_case = test_case
+
+    def create_tool_executor(
+        self, console: Console, allowed_toolsets: ToolsetPattern, dal:Optional[SupabaseDal]
+    ) -> ToolExecutor:
+
+        mock = MockToolsets(tools_passthrough=self._test_case.mocks_passthrough, test_case_folder=self._test_case.folder)
+
+        expected_tools = []
+        for tool_mock in self._test_case.tool_mocks:
+            mock.mock_tool(tool_mock)
+            expected_tools.append(tool_mock.tool_name)
+
+        return ToolExecutor(mock.mocked_toolsets)
+
+@pytest.mark.llm
+@pytest.mark.skipif(not os.environ.get('BRAINTRUST_API_KEY'), reason="BRAINTRUST_API_KEY must be set to run LLM evaluations")
+def test_investigate():
+
+    mh = MockHelper(TEST_CASES_FOLDER)
+    upload_dataset(
+        test_cases=mh.load_investigate_test_cases(),
+        project_name=PROJECT,
+        dataset_name=DATASET_NAME
+    )
+    dataset = braintrust.init_dataset(project=PROJECT, name=DATASET_NAME)
+    experiment:braintrust.Experiment|braintrust.ReadonlyExperiment = braintrust.init(
+        project=PROJECT,
+        experiment=f"investigate_{readable_timestamp()}",
+        dataset=dataset,
+        open=False,
+        update=False,
+        metadata=get_machine_state_tags())
+
+    if isinstance(experiment, braintrust.ReadonlyExperiment):
+        raise Exception("Experiment must be writable. The above options open=False and update=False ensure this is the case so this exception should never be raised")
+
+
+    eval_factuality = Factuality()
+    failed_runs = []
+    runs = []
+
+    mh = MockHelper(TEST_CASES_FOLDER)
+    test_cases = mh.load_investigate_test_cases()
+    for test_case in test_cases:
+    # for dataset_row in dataset:
+
+    #     test_case = TypeAdapter(InvestigateTestCase).validate_python(dataset_row["metadata"])
+
+        config = MockConfig(test_case)
+        mock_dal = MockSupabaseDal(
+            test_case_folder=Path(test_case.folder),
+            dal_passthrough=test_case.mocks_passthrough,
+            issue_data=test_case.issue_data,
+            resource_instructions=test_case.resource_instructions
+        )
+        # span = experiment.start_span(name=f"investigate:{test_case.id}", span_attributes={"test_case_id": test_case.id})
+
+        input = test_case.investigate_request
+        expected = test_case.expected_output
+        result = None
+        try:
+            result = investigate_issues(
+                investigate_request=test_case.investigate_request,
+                config=config,
+                dal=mock_dal,
+                console=Console()
+            )
+        except Exception:
+            logging.exception(f"Failed to run test case {test_case.id}")
+        finally:
+            # span.end()
+            pass
+
+        if result is None:
+            # span.log(
+            #     input=input,
+            #     output="",
+            #     expected=expected,
+            #     dataset_record_id=dataset_row["id"],
+            #     scores={"runs_successfully": 0}
+            # )
+            failed_runs.append(test_case.id)
+            continue
+
+        output = result.analysis
+
+        evaluate_logs_explanation = get_logs_explanation_classifier()
+        scores = {
+            "runs_successfully": 1,
+            "faithfulness": eval_factuality(output, expected, input=input).score,
+            "previous_logs": evaluate_logs_explanation(output, expected, input=input).score
+        }
+
+        if len(test_case.retrieval_context) > 0:
+            evaluate_context_usage = get_context_classifier(test_case.retrieval_context)
+            scores["context"] = evaluate_context_usage(output, expected, input=input).score
+
+        # span.log(
+        #     input=input,
+        #     output=output,
+        #     expected=expected,
+        #     dataset_record_id=dataset_row["id"],
+        #     scores=scores
+        # )
+        print(output)
+        runs.append({
+            "id": test_case.id,
+            "scores":scores
+        })
+
+    # experiment.flush()
+
+    print(json.dumps(runs, indent=2))
+    assert failed_runs == [], f"The following llm runs failed: {str(failed_runs)}"
+
+
+
+# @pytest.mark.skipif(not os.environ.get('BRAINTRUST_API_KEY'), reason="BRAINTRUST_API_KEY must be set to run LLM evaluations")
+# def _test_investigate_langfuse():
+
+#     mh = MockHelper(TEST_CASES_FOLDER)
+#     upload_dataset(
+#         test_cases=mh.load_investigate_test_cases(),
+#         project_name=PROJECT,
+#         dataset_name=DATASET_NAME
+#     )
+#     experiment_name = f"investigate_{readable_timestamp()}"
+#     dataset = braintrust.init_dataset(project=PROJECT, name=DATASET_NAME)
+#     experiment:braintrust.Experiment|braintrust.ReadonlyExperiment = braintrust.init(
+#         project=PROJECT,
+#         experiment=experiment_name,
+#         dataset=dataset,
+#         open=False,
+#         update=False,
+#         metadata=get_machine_state_tags())
+
+#     lf_dataset = None
+#     try:
+#         lf_dataset = langfuse.get_dataset(DATASET_NAME)
+#     except Exception:
+#         pass
+#     if not lf_dataset:
+#         lf_dataset = langfuse.create_dataset(
+#             name=DATASET_NAME,
+#             # optional description
+#             description=DATASET_NAME
+#         )
+#         for dataset_row in dataset:
+#             test_case = TypeAdapter(InvestigateTestCase).validate_python(dataset_row["metadata"])
+#             langfuse.create_dataset_item(
+#                 dataset_name=DATASET_NAME,
+#                 input={
+#                     "text": test_case.id
+#                 },
+#                 expected_output={
+#                     "text": test_case.expected_output
+#                 },
+#                 metadata=test_case.model_dump()
+#             )
+#         assert False, "Dataset created"
+
+
+#     if isinstance(experiment, braintrust.ReadonlyExperiment):
+#         raise Exception("Experiment must be writable. The above options open=False and update=False ensure this is the case so this exception should never be raised")
+
+
+#     eval_factuality = Factuality()
+#     failed_runs = []
+
+
+
+
+#     for item in lf_dataset.items:
+#         # Make sure your application function is decorated with @observe decorator to automatically link the trace
+#         test_case = TypeAdapter(InvestigateTestCase).validate_python(item.metadata)
+
+
+#         config = MockConfig(test_case)
+#         mock_dal = MockSupabaseDal(
+#             test_case_folder=Path(test_case.folder),
+#             dal_passthrough=test_case.mocks_passthrough,
+#             issue_data=test_case.issue_data,
+#             resource_instructions=test_case.resource_instructions
+#         )
+#         # span = experiment.start_span(name=f"investigate:{test_case.id}", span_attributes={"test_case_id": test_case.id})
+
+#         input = test_case.investigate_request
+#         expected = test_case.expected_output
+
+#         trace = langfuse.trace(
+#             name = test_case.id,
+#             input={"text": test_case.id}
+#         )
+
+
+#         result = investigate_issues(
+#             investigate_request=test_case.investigate_request,
+#             config=config,
+#             dal=mock_dal,
+#             console=Console()
+#         )
+#         # update span and sets end_time
+#         trace.update(
+#             output=result.analysis,
+#         )
+#         item.link(
+#             trace,
+#             experiment_name,
+#             run_description=experiment_name, # optional
+#             run_metadata={ "model": "gpt-4o" } # optional
+#         )
+#             # optionally, evaluate the output to compare different runs more easily
+#             # langfuse.score(
+#             #     trace_id=trace_id,
+#             #     name="<example_eval>",
+#             #     # any float value
+#             #     value=my_eval_fn(item.input, output, item.expected_output),
+#             #     comment="This is a comment",  # optional, useful to add reasoning
+#             # )
+
+#     # Flush the langfuse client to ensure all data is sent to the server at the end of the experiment run
+#     langfuse.flush()
diff --git a/tests/test_mocks.py b/tests/llm/test_mocks.py
similarity index 97%
rename from tests/test_mocks.py
rename to tests/llm/test_mocks.py
index 772be18f..a1c1e7b8 100644
--- a/tests/test_mocks.py
+++ b/tests/llm/test_mocks.py
@@ -1,12 +1,8 @@
-
-
-
 from holmes.core.tools import ToolExecutor
-from tests.mock_toolset import MockToolsets, ToolMock
+from tests.llm.utils.mock_toolset import MockToolsets, ToolMock
 import pytest
 import tempfile
 
-
 @pytest.mark.parametrize("params", [
     ({"field1": "1", "field2": "2"}),
     ({"field1": "1", "field2": "2", "field3": "3"})
diff --git a/tests/llm/utils/__init__.py b/tests/llm/utils/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/tests/llm/utils/classifiers.py b/tests/llm/utils/classifiers.py
new file mode 100644
index 00000000..32570675
--- /dev/null
+++ b/tests/llm/utils/classifiers.py
@@ -0,0 +1,60 @@
+from typing import List
+from autoevals import LLMClassifier
+
+def get_context_classifier(context_items:List[str]):
+    context = "\n- ".join(context_items)
+    prompt_prefix = f"""
+CONTEXT
+-------
+{context}
+
+
+QUESTION
+--------
+{{{{input}}}}
+
+
+ANSWER
+------
+{{{{output}}}}
+
+
+Verify whether the ANSWER to the QUESTION refers to all items mentioned in the CONTEXT.
+Then evaluate which of the following statement matches the closest and return the corresponding letter:
+
+A. No item mentioned in the CONTEXT is mentioned in the ANSWER
+B. Less than half of items present in the CONTEXT are mentioned in the ANSWER
+C. More than half of items present in the CONTEXT are mentioned in the ANSWER
+D. All items present in the CONTEXT are mentioned in the ANSWER
+    """
+
+    return LLMClassifier(
+        name="ContextPrecision",
+        prompt_template=prompt_prefix,
+        choice_scores={"A": 0, "B": 0.33, "C": 0.67, "D": 1},
+        use_cot=True,
+    )
+
+
+def get_logs_explanation_classifier():
+    prompt_prefix = """
+
+OUTPUT
+======
+{{output}}
+
+
+Evaluate which of the following descibes the OUTPUT best and return the related letter:
+
+A. OUTPUT makes no mention of "previous logs"
+B. OUTPUT makes no mention logs
+C. OUTPUT mentions "previous logs" and differentiate the anlysis with the "logs"
+D. OUTPUT mentions both "logs" and "previous logs" but presents both as having the same meaning
+    """
+
+    return LLMClassifier(
+        name="LogsExplanation",
+        prompt_template=prompt_prefix,
+        choice_scores={"A": 1, "B": 1, "C": 0, "D": 1},
+        use_cot=True,
+    )
diff --git a/tests/llm/utils/constants.py b/tests/llm/utils/constants.py
new file mode 100644
index 00000000..af28ed6f
--- /dev/null
+++ b/tests/llm/utils/constants.py
@@ -0,0 +1,4 @@
+
+PROJECT="HolmesGPT"
+
+AUTO_GENERATED_FILE_SUFFIX = ".AUTOGENERATED"
diff --git a/tests/llm/utils/mock_dal.py b/tests/llm/utils/mock_dal.py
new file mode 100644
index 00000000..714fcf12
--- /dev/null
+++ b/tests/llm/utils/mock_dal.py
@@ -0,0 +1,71 @@
+import json
+import logging
+from pathlib import Path
+from typing import Dict, Optional
+
+from pydantic import TypeAdapter
+
+from holmes.core.supabase_dal import SupabaseDal
+from holmes.core.tool_calling_llm import ResourceInstructions
+from tests.llm.utils.constants import AUTO_GENERATED_FILE_SUFFIX
+from tests.llm.utils.mock_utils import load_issue_data, load_resource_instructions, read_file
+
+class MockSupabaseDal(SupabaseDal):
+
+    def __init__(self, test_case_folder:Path, issue_data:Optional[Dict], resource_instructions:Optional[ResourceInstructions], dal_passthrough:bool):
+        super().__init__()
+        self._issue_data = issue_data
+        self._resource_instructions = resource_instructions
+        self._test_case_folder = test_case_folder
+        self._dal_passthrough = dal_passthrough
+
+    def get_issue_data(self, issue_id: Optional[str]) -> Optional[Dict]:
+        if self._issue_data is not None:
+            return self._issue_data
+        else:
+            file_path = self._get_mock_file_path("issue_data")
+            data = super().get_issue_data(issue_id)
+            file_path = self._get_mock_file_path("issue_data")
+
+            with open(file_path, 'w') as f:
+                f.write(json.dumps(data or {}, indent=2))
+                f.close()
+
+            logging.warning(f"A mock file was generated for you at {file_path} with the contentof dal.get_issue_data({issue_id})")
+            if self._dal_passthrough:
+                return data
+            else:
+                raise Exception(f"dal.get_issue_data({issue_id}) was invoked and is not mocked. A mock file was generated for you at {file_path}. Remove the '{AUTO_GENERATED_FILE_SUFFIX}' suffix to enable that file")
+
+    def get_resource_instructions(self, type: str, name: Optional[str]) -> Optional[ResourceInstructions]:
+        if self._resource_instructions is not None:
+            return self._resource_instructions
+        else:
+            data = super().get_resource_instructions(type, name)
+            file_path = self._get_mock_file_path("resource_instructions")
+
+            with open(file_path, 'w') as f:
+                f.write(json.dumps(data or {}, indent=2))
+                f.close()
+
+            logging.warning(f"A mock file was generated for you at {file_path} with the contentof dal.get_resource_instructions({type}, {name})")
+            if self._dal_passthrough:
+                return data
+            else:
+                raise Exception(f"dal.get_resource_instructions({type}, {name}) was invoked and is not mocked. A mock file was generated for you at {file_path}. Remove the '{AUTO_GENERATED_FILE_SUFFIX}' suffix to enable that file")
+
+    def _get_mock_file_path(self, entity_type:str):
+        return f"{self._test_case_folder}/{entity_type}.json{AUTO_GENERATED_FILE_SUFFIX}"
+
+pydantic_resource_instructions = TypeAdapter(ResourceInstructions)
+
+def load_mock_dal(test_case_folder:Path, dal_passthrough:bool = False):
+    issue_data = load_issue_data(test_case_folder)
+    resource_instructions = load_resource_instructions(test_case_folder)
+
+    return MockSupabaseDal(
+        test_case_folder=test_case_folder,
+        issue_data=issue_data,
+        resource_instructions=resource_instructions,
+        dal_passthrough=dal_passthrough
+    )
diff --git a/tests/mock_toolset.py b/tests/llm/utils/mock_toolset.py
similarity index 98%
rename from tests/mock_toolset.py
rename to tests/llm/utils/mock_toolset.py
index 21f7eb87..5b792aa0 100644
--- a/tests/mock_toolset.py
+++ b/tests/llm/utils/mock_toolset.py
@@ -7,7 +7,7 @@
 import logging
 import re
 
-AUTO_GENERATED_FILE_SUFFIX = ".AUTOGENERATED"
+from tests.llm.utils.constants import AUTO_GENERATED_FILE_SUFFIX
 
 ansi_escape = re.compile(r'\x1B\[([0-9]{1,3}(;[0-9]{1,2};?)?)?[mGK]')
 def strip_ansi(text):
diff --git a/tests/llm/utils/mock_utils.py b/tests/llm/utils/mock_utils.py
new file mode 100644
index 00000000..d7e7c999
--- /dev/null
+++ b/tests/llm/utils/mock_utils.py
@@ -0,0 +1,206 @@
+
+import json
+import braintrust
+from typing_extensions import Dict
+import yaml
+import logging
+import os
+import re
+from pathlib import Path
+from typing import Generic, List, Optional, TypeVar, Union, cast
+
+from pydantic import BaseModel, TypeAdapter
+from holmes.core.models import InvestigateRequest
+from holmes.core.tool_calling_llm import ResourceInstructions
+from tests.llm.utils.constants import AUTO_GENERATED_FILE_SUFFIX
+from tests.llm.utils.mock_toolset import MockMetadata, ToolMock
+
+def read_file(file_path:Path):
+    with open(file_path, 'r', encoding='utf-8') as file:
+        return file.read().strip()
+
+
+TEST_CASE_ID_PATTERN = r'^[\d+]_(?:[a-z]+_)*[a-z]+$'
+CONFIG_FILE_NAME = "test_case.yaml"
+
+class LLMEvaluation(BaseModel):
+    answer_relevancy: float = 0.5
+    faithfulness: float = 0.5
+    contextual_precision: float = 0.5
+    contextual_recall: float = 0
+    contextual_relevancy: float = 0
+
+class Message(BaseModel):
+    message: str
+
+T = TypeVar('T')
+
+class HolmesTestCase(BaseModel):
+    id: str
+    folder: str
+    mocks_passthrough: bool = False # If True, unmocked tools and dal can be invoked by the LLM without error
+    expected_output: str # Whether an output is expected
+    evaluation: LLMEvaluation = LLMEvaluation()
+    retrieval_context: List[str] = [] # Elements helping to evaluate the correctness of the LLM response
+    tool_mocks: List[ToolMock] = []
+
+class AskHolmesTestCase(HolmesTestCase, BaseModel):
+    user_prompt: str # The user's question to ask holmes
+
+class InvestigateTestCase(HolmesTestCase, BaseModel):
+    investigate_request: InvestigateRequest
+    issue_data: Optional[Dict]
+    resource_instructions: Optional[ResourceInstructions]
+
+pydantic_tool_mock = TypeAdapter(MockMetadata)
+
+def parse_mock_metadata(text) -> Optional[MockMetadata]:
+    """
+    Expects the mock metadata to be the first line of the text and be a JSON string.
+    """
+    try:
+        match = re.match(r'^(.*)$', text, re.MULTILINE)
+        if match:
+            first_line = match.group(0)
+            metadata = json.loads(first_line)
+            return pydantic_tool_mock.validate_python(metadata)
+        return None
+    except Exception as e:
+        logging.error(e)
+        return None
+
+
+class MockHelper():
+
+    def __init__(self, test_cases_folder:Path) -> None:
+        super().__init__()
+        self._test_cases_folder = test_cases_folder
+
+
+    def load_investigate_test_cases(self) -> List[InvestigateTestCase]:
+        return cast(List[InvestigateTestCase], self._load_test_cases())
+
+    def load_ask_holmes_test_cases(self) -> List[AskHolmesTestCase]:
+        return cast(List[AskHolmesTestCase], self._load_test_cases())
+
+    def _load_test_cases(self) -> List[HolmesTestCase]:
+
+        test_cases:List[HolmesTestCase] = []
+        test_cases_ids:List[str] = os.listdir(self._test_cases_folder)
+        for test_case_id in test_cases_ids:
+            test_case_folder = self._test_cases_folder.joinpath(test_case_id)
+            logging.info("Evaluating potential test case folder: {test_case_folder}")
+            try:
+                config_dict = yaml.safe_load(read_file(test_case_folder.joinpath(CONFIG_FILE_NAME)))
+                config_dict["id"] = test_case_id
+                config_dict["folder"] = str(test_case_folder)
+
+                if config_dict.get("user_prompt"):
+                    test_case = TypeAdapter(AskHolmesTestCase).validate_python(config_dict)
+                else:
+                    config_dict["investigate_request"] = load_investigate_request(test_case_folder)
+                    config_dict["issue_data"] = load_issue_data(test_case_folder)
+                    config_dict["resource_instructions"] = load_resource_instructions(test_case_folder)
+                    config_dict["request"] = TypeAdapter(InvestigateRequest)
+                    test_case = TypeAdapter(InvestigateTestCase).validate_python(config_dict)
+
+                logging.info(f"Successfully loaded test case {test_case_id}")
+            except FileNotFoundError:
+                logging.info(f"Folder {self._test_cases_folder}/{test_case_id} ignored because it is missing a {CONFIG_FILE_NAME} file.")
+                continue
+
+            mock_file_names:List[str] = os.listdir(test_case_folder)
+
+            for mock_file_name in mock_file_names:
+                if mock_file_name == CONFIG_FILE_NAME:
+                    continue
+                if mock_file_name.endswith(AUTO_GENERATED_FILE_SUFFIX):
+                    continue
+                if not mock_file_name.endswith(".txt"):
+                    continue
+                mock_file_path = test_case_folder.joinpath(mock_file_name)
+                mock_text = read_file(mock_file_path)
+
+                metadata = parse_mock_metadata(mock_text)
+                mock_value = mock_text[mock_text.find('\n') + 1:] # remove first line
+                if not metadata:
+                    logging.warning(f"Failed to parse metadata from test case file at {str(mock_file_path)}. It will be skipped")
+                    continue
+                tool_mock = ToolMock(
+                    source_file=mock_file_name,
+                    toolset_name= metadata.toolset_name,
+                    tool_name= metadata.tool_name,
+                    match_params= metadata.match_params,
+                    return_value=mock_value
+                )
+                logging.info(f"Successfully loaded tool mock {tool_mock}")
+                test_case.tool_mocks.append(tool_mock)
+            test_cases.append(test_case)
+        logging.info(f"Found {len(test_cases)} in {self._test_cases_folder}")
+
+        return test_cases
+
+def find_dataset_row_by_test_case(dataset:braintrust.Dataset, test_case:HolmesTestCase):
+    for row in dataset:
+        if row.get("metadata", {}).get("id") == test_case.id:
+            return row
+    return None
+
+
+def upload_dataset(
+    test_cases:Union[List[AskHolmesTestCase], List[InvestigateTestCase]],
+    project_name:str,
+    dataset_name:str):
+
+    dataset = braintrust.init_dataset(project=project_name, name=dataset_name)
+    for test_case in test_cases:
+
+        input = ""
+        if isinstance(test_case, AskHolmesTestCase):
+            input = test_case.user_prompt
+        elif isinstance(test_case, InvestigateTestCase):
+            input = test_case.investigate_request
+        else:
+            raise Exception("Unsupported test case class")
+
+        row = find_dataset_row_by_test_case(dataset, test_case)
+
+        if row:
+            dataset.update(
+                id=test_case.id,
+                input=input,
+                expected=test_case.expected_output,
+                metadata=test_case.model_dump(),
+                tags=[],
+            )
+        else:
+            dataset.insert(
+                id=test_case.id,
+                input=input,
+                expected=test_case.expected_output,
+                metadata=test_case.model_dump(),
+                tags=[],
+            )
+        logging.info("Inserted dataset record with id", id)
+
+    logging.info(dataset.summarize())
+
+def load_investigate_request(test_case_folder:Path) -> InvestigateRequest:
+    investigate_request_path = test_case_folder.joinpath(Path("investigate_request.json"))
+    if investigate_request_path.exists():
+        return TypeAdapter(InvestigateRequest).validate_json(read_file(Path(investigate_request_path)))
+    raise Exception(f"Investigate test case declared in folder {str(test_case_folder)} should have an investigate_request.json file but none is present")
+
+def load_issue_data(test_case_folder:Path) -> Optional[Dict]:
+
+    issue_data_mock_path = test_case_folder.joinpath(Path("issue_data.json"))
+    if issue_data_mock_path.exists():
+        return json.loads(read_file(issue_data_mock_path))
+    return None
+
+
+def load_resource_instructions(test_case_folder:Path) -> Optional[ResourceInstructions]:
+    resource_instructions_mock_path = test_case_folder.joinpath(Path("resource_instructions.json"))
+    if resource_instructions_mock_path.exists():
+        return TypeAdapter(ResourceInstructions).validate_json(read_file(Path(resource_instructions_mock_path)))
+    return None
diff --git a/tests/llm/utils/system.py b/tests/llm/utils/system.py
new file mode 100644
index 00000000..3b43b577
--- /dev/null
+++ b/tests/llm/utils/system.py
@@ -0,0 +1,31 @@
+import socket
+import platform
+import os
+import pwd
+from datetime import datetime
+from typing import Dict
+from pathlib import Path
+
+
+def get_active_branch_name():
+
+    head_dir = Path(".",".git","HEAD")
+    with head_dir.open("r") as f:
+        content = f.read().splitlines()
+
+        for line in content:
+            if line[0:4] == "ref:":
+                return line.partition("refs/heads/")[2]
+
+    return "Unknown"
+
+def get_machine_state_tags() -> Dict[str, str]:
+    return {
+        "username": pwd.getpwuid(os.getuid()).pw_name,
+        "branch": get_active_branch_name(),
+        "platform": platform.platform(),
+        "hostname": socket.gethostname(),
+    }
+
+def readable_timestamp():
+    return datetime.now().strftime("%Y%m%d_%H%M%S")
diff --git a/tests/test_chat.py b/tests/test_chat.py
deleted file mode 100644
index 127499ce..00000000
--- a/tests/test_chat.py
+++ /dev/null
@@ -1,83 +0,0 @@
-from pathlib import Path
-import pytest
-from holmes.core.conversations import build_chat_messages
-from holmes.core.llm import DefaultLLM
-from holmes.core.models import ChatRequest
-from holmes.core.tool_calling_llm import ToolCallingLLM
-from holmes.core.tools import ToolExecutor
-from tests.mock_toolset import MockToolsets
-
-from deepeval import assert_test
-from deepeval.test_case import LLMTestCase
-from deepeval.metrics import AnswerRelevancyMetric, FaithfulnessMetric, ContextualPrecisionMetric, ContextualRecallMetric, ContextualRelevancyMetric
-
-from tests.utils import AskHolmesTestCase, load_ask_holmes_test_cases
-
-TEST_CASES_FOLDER = Path("tests/fixtures/test_chat")
-
-test_cases = load_ask_holmes_test_cases(TEST_CASES_FOLDER)
-
-
-def idfn(test_case:AskHolmesTestCase):
-    return test_case.id
-
-@pytest.mark.llm
-@pytest.mark.parametrize("test_case", test_cases, ids=idfn)
-def test_ask_holmes_with_tags(test_case:AskHolmesTestCase):
-
-    mock = MockToolsets(tools_passthrough=test_case.tools_passthrough, test_case_folder=test_case.folder)
-    expected_tools = []
-    for tool_mock in test_case.tool_mocks:
-        mock.mock_tool(tool_mock)
-        expected_tools.append(tool_mock.tool_name)
-
-    tool_executor = ToolExecutor(mock.mocked_toolsets)
-    ai = ToolCallingLLM(
-        tool_executor=tool_executor,
-        max_steps=10,
-        llm=DefaultLLM("gpt-4o")
-    )
-
-    chat_request = ChatRequest(ask=test_case.user_prompt)
-
-    messages = build_chat_messages(
-        chat_request.ask, [], ai=ai
-    )
-    llm_call = ai.messages_call(messages=messages)
-
-    deepeval_test_case = LLMTestCase(
-        name=f"ask_holmes:{test_case.id}",
-        input=test_case.user_prompt,
-        actual_output=llm_call.result or "",
-        expected_output=test_case.expected_output,
-        retrieval_context=test_case.retrieval_context,
-        tools_called=[tool_call.tool_name for tool_call in (llm_call.tool_calls or [])],
-        expected_tools=expected_tools
-    )
-    assert_test(deepeval_test_case, [
-        AnswerRelevancyMetric(
-            threshold=test_case.evaluation.answer_relevancy,
-            model="gpt-4o",
-            include_reason=True
-        ),
-        FaithfulnessMetric(
-            threshold=test_case.evaluation.faithfulness,
-            model="gpt-4o",
-            include_reason=True
-        ),
-        ContextualPrecisionMetric(
-            threshold=test_case.evaluation.contextual_precision,
-            model="gpt-4o",
-            include_reason=True
-        ),
-        ContextualRecallMetric(
-            threshold=test_case.evaluation.contextual_recall,
-            model="gpt-4o",
-            include_reason=True
-        ),
-        ContextualRelevancyMetric(
-            threshold=test_case.evaluation.contextual_relevancy,
-            model="gpt-4o",
-            include_reason=True
-        )
-    ])
diff --git a/tests/test_fetch_url.py b/tests/test_fetch_url.py
index aaefc950..3c4eb4f8 100644
--- a/tests/test_fetch_url.py
+++ b/tests/test_fetch_url.py
@@ -3,9 +3,8 @@
 import pytest
 from pathlib import Path
 
-from tests.utils import read_file
 from holmes.core.tools import ToolExecutor
-from holmes.plugins.toolsets.internet import InternetToolset, html_to_markdown, FetchWebpage
+from holmes.plugins.toolsets.internet import InternetToolset, html_to_markdown
 
 THIS_DIR = os.path.dirname(__file__)
 FIXTURES_DIR = os.path.join(THIS_DIR, 'fixtures', 'test_fetch_url')
@@ -24,6 +23,10 @@
 More information...
 """.strip()
 
+def read_file(file_path:Path):
+    with open(file_path, 'r', encoding='utf-8') as file:
+        return file.read().strip()
+
 def parse_fixture_id(file_name:str) -> str:
     match = re.match(r'fixture(\d+)', file_name)
     if match:
@@ -63,7 +66,7 @@ def test_internet_toolset_prerequisites():
     toolset = InternetToolset()
 
     toolset.check_prerequisites()
-    assert toolset.is_enabled() == True, ("" if toolset.is_enabled() else toolset.get_disabled_reason() + ". Make sure playwright is installed by running `playwright install`.")
+    assert toolset.is_enabled(), ("" if toolset.is_enabled() else toolset.get_disabled_reason() + ". Make sure playwright is installed by running `playwright install`.")
 
 def test_fetch_webpage():
     toolset = InternetToolset()
diff --git a/tests/utils.py b/tests/utils.py
deleted file mode 100644
index 9be42084..00000000
--- a/tests/utils.py
+++ /dev/null
@@ -1,105 +0,0 @@
-
-import json
-import yaml
-import logging
-import os
-import re
-from pathlib import Path
-from typing import List, Optional
-
-from pydantic import BaseModel, TypeAdapter
-from tests.mock_toolset import AUTO_GENERATED_FILE_SUFFIX, MockMetadata, ToolMock
-
-def read_file(file_path:Path):
-    with open(file_path, 'r', encoding='utf-8') as file:
-        return file.read().strip()
-
-
-TEST_CASE_ID_PATTERN = r'^[\d+]_(?:[a-z]+_)*[a-z]+$'
-CONFIG_FILE_NAME = "test_case.yaml"
-
-class LLMEvaluation(BaseModel):
-    answer_relevancy: float = 0.5
-    faithfulness: float = 0.5
-    contextual_precision: float = 0.5
-    contextual_recall: float = 0
-    contextual_relevancy: float = 0
-
-class Message(BaseModel):
-    message: str
-
-class AskHolmesTestCase(BaseModel):
-    id: str
-    folder: str
-    tools_passthrough: bool = False # If True, unmocked tools can be invoked by the LLM without error
-    user_prompt: str # The user's question to ask holmes
-    expected_output: str # Whether an output is expected
-    evaluation: LLMEvaluation = LLMEvaluation()
-    retrieval_context: List[str] = [] # Elements helping to evaluate the correctness of the LLM response
-    tool_mocks: List[ToolMock] = []
-
-pydantic_test_case = TypeAdapter(AskHolmesTestCase)
-pydantic_tool_mock = TypeAdapter(MockMetadata)
-
-def parse_mock_metadata(text) -> Optional[MockMetadata]:
-    """
-    Expects the mock metadata to be the first line of the text and be a JSON string.
-    """
-    try:
-        match = re.match(r'^(.*)$', text, re.MULTILINE)
-        if match:
-            first_line = match.group(0)
-            metadata = json.loads(first_line)
-            return pydantic_tool_mock.validate_python(metadata)
-        return None
-    except Exception as e:
-        logging.error(e)
-        return None
-
-def load_ask_holmes_test_cases(test_cases_folder:Path, expected_number_of_test_cases=-1) -> List[AskHolmesTestCase]:
-
-    test_cases = []
-    test_cases_ids:List[str] = os.listdir(test_cases_folder)
-    for test_case_id in test_cases_ids:
-        test_case_folder = test_cases_folder.joinpath(test_case_id)
-        logging.info("Evaluating potential test case folder: {test_case_folder}")
-        try:
-            config_dict = yaml.safe_load(read_file(test_case_folder.joinpath(CONFIG_FILE_NAME)))
-            config_dict["id"] = test_case_id
-            config_dict["folder"] = str(test_case_folder)
-            test_case:AskHolmesTestCase = pydantic_test_case.validate_python(config_dict)
-            logging.info(f"Successfully loaded test case {test_case_id}")
-        except FileNotFoundError:
-            logging.info(f"Folder {test_cases_folder}/{test_case_id} ignored because it is missing a {CONFIG_FILE_NAME} file.")
-            continue
-
-        mock_file_names:List[str] = os.listdir(test_case_folder)
-
-        for mock_file_name in mock_file_names:
-            if mock_file_name == CONFIG_FILE_NAME:
-                continue
-            if mock_file_name.endswith(AUTO_GENERATED_FILE_SUFFIX):
-                continue
-            mock_file_path = test_case_folder.joinpath(mock_file_name)
-            mock_text = read_file(mock_file_path)
-
-            metadata = parse_mock_metadata(mock_text)
-            mock_value = mock_text[mock_text.find('\n') + 1:] # remove first line
-            if not metadata:
-                logging.warning(f"Failed to parse metadata from test case file at {str(mock_file_path)}. It will be skipped")
-                continue
-            tool_mock = ToolMock(
-                source_file=str(mock_file_path),
-                toolset_name= metadata.toolset_name,
-                tool_name= metadata.tool_name,
-                match_params= metadata.match_params,
-                return_value=mock_value
-            )
-            logging.info(f"Successfully loaded tool mock {tool_mock}")
-            test_case.tool_mocks.append(tool_mock)
-        test_cases.append(test_case)
-    logging.info(f"Found {len(test_cases)} in {test_cases_folder}")
-
-    if expected_number_of_test_cases > 0:
-        assert len(test_cases) == expected_number_of_test_cases
-    return test_cases

From 19be349c2d91689057aba69ecdb08bd628644b53 Mon Sep 17 00:00:00 2001
From: Natan Yellin <aantn@users.noreply.github.com>
Date: Mon, 25 Nov 2024 19:08:04 +0200
Subject: [PATCH 4/5] Update README.md (#213)

---
 README.md | 39 +++++++++++++++++++--------------------
 1 file changed, 19 insertions(+), 20 deletions(-)

diff --git a/README.md b/README.md
index 5d1f9f05..d2a7c565 100644
--- a/README.md
+++ b/README.md
@@ -1,19 +1,18 @@
 <div align="center">
-  <h1 align="center">Solve Prometheus alerts faster with an AI assistant</h1>
+  <h1 align="center">Solve cloud alerts faster with an AI assistant</h1>
   <h2 align="center">HolmesGPT - AI Agent for On-Call Engineers 🔥</h2>
   <p align="center">
-    <a href="#examples"><strong>Examples</strong></a> |
+    <a href="#ways-to-use-holmesgpt"><strong>Examples</strong></a> |
     <a href="#key-features"><strong>Key Features</strong></a> |
     <a href="#installation"><strong>Installation</strong></a> |
     <a href="https://www.youtube.com/watch?v=TfQfx65LsDQ"><strong>YouTube Demo</strong></a>
   </p>
 </div>
 
-Transforms your existing cloud alerts from this 👇
+Improve developer experience and reduce mean-time-to-respond (MTTR) by transforming alerts from this 👇
 
 ![Screenshot 2024-10-31 at 12 01 12 2](https://github.com/user-attachments/assets/931ebd71-ccd2-4b7b-969d-a061a99cec2d)
 
-
 To this 👇
 
 ![Screenshot 2024-10-31 at 11 40 09](https://github.com/user-attachments/assets/9e2c7a23-b942-4720-8a98-488323e092ca)
@@ -34,7 +33,8 @@ To this 👇
 ## Ways to Use HolmesGPT
 
 <details>
-<summary> AI analysis in Robusta UI</summary>
+<summary> Analyze your alerts in a free UI</summary>
+
 Includes free use of the Robusta AI model.
 
 ![Screenshot 2024-10-31 at 11 40 09](https://github.com/user-attachments/assets/2e90cc7b-4b0a-4386-ab4f-0d36692b549c)
@@ -44,7 +44,7 @@ Includes free use of the Robusta AI model.
 </details>
 
 <details>
-<summary>Root cause for Prometheus alerts in Slack</summary>
+<summary>Add root-cause-analysis to Prometheus alerts in Slack</summary>
 
 Investigate Prometheus alerts right from Slack with the official [Robusta integration](https://docs.robusta.dev/holmes_chart_dependency/configuration/ai-analysis.html).
 
@@ -62,7 +62,9 @@ Note - if on Mac OS and using the Docker image, you will need to use `http://doc
 
 
 <details>
-<summary>Free-text questions (CLI)</summary>
+<summary>Query observability data in human language</summary>
+
+Via the Holmes CLI or [a free UI (video)](https://www.loom.com/share/3cdcd94ed6bc458888b338493b108d1d?t=0)
 
 ```bash
 holmes ask "what pods are in crashloopbackoff in my cluster and why?"
@@ -164,19 +166,16 @@ plugins:
 ```
 </details>
 
-
-### Bring your own LLM
 <details>
-<summary>Bring your own LLM</summary>
+<summary>Importing Holmes as a Python library and bringing your own LLM</summary>
 
 You can use Holmes as a library and pass in your own LLM implementation. This is particularly useful if LiteLLM or the default Holmes implementation does not suit you.
 
 See an example implementation [here](examples/custom_llm.py).
 
-
 </details>
 
-Like what you see? Checkout [other use cases](#other-use-cases) or get started by [installing HolmesGPT](#installation).
+Like what you see? Discover [more use cases](#more-use-cases) or get started by [installing HolmesGPT](#installation).
 
 ## Installation
 
@@ -372,13 +371,6 @@ To work with Azure AI, you need to provide the below variables:
 
 </details>
 
-**Trusting custom Certificate Authority (CA) certificate:**
-
-If your llm provider url uses a certificate from a custom CA, in order to trust it, base-64 encode the certificate, and store it in an environment variable named ``CERTIFICATE``
-
-
-
-
 ### Getting an API Key
 
 HolmesGPT requires an LLM API Key to function. The most common option is OpenAI, but many [LiteLLM-compatible](https://docs.litellm.ai/docs/providers/) models are supported. To use an LLM, set `--model` (e.g. `gpt-4o` or `bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0`) and `--api-key` (if necessary). Depending on the provider, you may need to set environment variables too.
@@ -493,6 +485,13 @@ In particular, note that [vLLM does not yet support function calling](https://gi
 
 </details>
 
+**Additional LLM Configuration:**
+
+<details>
+<summary>Trusting custom Certificate Authority (CA) certificate</summary>
+If your llm provider url uses a certificate from a custom CA, in order to trust it, base-64 encode the certificate, and store it in an environment variable named <b>CERTIFICATE</b>
+</details>
+
 ### Enabling Integrations
 
 <details>
@@ -524,7 +523,7 @@ HolmesGPT can consult webpages containing runbooks or other relevant information
 HolmesGPT uses playwright to scrape webpages and requires playwright to be installed and working through `playwright install`.
 </details>
 
-## Other Use Cases
+## More Use Cases
 
 HolmesGPT was designed for incident response, but it is a general DevOps assistant too. Here are some examples:
 

From 743e62c8e54d65f77dff691f16a2a86da6090234 Mon Sep 17 00:00:00 2001
From: itisallgood <25401000+itisallgood@users.noreply.github.com>
Date: Mon, 25 Nov 2024 19:13:20 +0100
Subject: [PATCH 5/5] Make holmesgpt work with WatsonX (#200)

Co-authored-by: arik <alon.arik@gmail.com>
---
 holmes/core/llm.py | 40 ++++++++++++++++++++++++++++++++++++----
 poetry.lock        | 10 +++++-----
 pyproject.toml     |  2 +-
 3 files changed, 42 insertions(+), 10 deletions(-)

diff --git a/holmes/core/llm.py b/holmes/core/llm.py
index 0c8d5be0..f6b4a38e 100644
--- a/holmes/core/llm.py
+++ b/holmes/core/llm.py
@@ -71,13 +71,45 @@ def check_llm(self, model:str, api_key:Optional[str]):
         if not lookup:
             raise Exception(f"Unknown provider for model {model}")
         provider = lookup[1]
-        api_key_env_var = f"{provider.upper()}_API_KEY"
-        if api_key:
-            os.environ[api_key_env_var] = api_key
-        model_requirements = litellm.validate_environment(model=model)
+        if provider == "watsonx":
+            # NOTE: LiteLLM's validate_environment does not currently include checks for IBM WatsonX.
+            # The following WatsonX-specific variables are set based on documentation from:
+            # https://docs.litellm.ai/docs/providers/watsonx
+            # Required variables for WatsonX:
+            # - WATSONX_URL: Base URL of your WatsonX instance (required)
+            # - WATSONX_APIKEY or WATSONX_TOKEN: IBM Cloud API key or IAM auth token (one is required)
+            model_requirements = {'missing_keys': [], 'keys_in_environment': True}
+            if api_key:
+                os.environ["WATSONX_APIKEY"] = api_key
+            if not "WATSONX_URL" in os.environ:
+                model_requirements['missing_keys'].append("WATSONX_URL")
+                model_requirements['keys_in_environment'] = False
+            if not "WATSONX_APIKEY" in os.environ and not "WATSONX_TOKEN" in os.environ:
+                model_requirements['missing_keys'].extend(["WATSONX_APIKEY", "WATSONX_TOKEN"])
+                model_requirements['keys_in_environment'] = False
+            # WATSONX_PROJECT_ID is required because we don't let user pass it to completion call directly
+            if not "WATSONX_PROJECT_ID" in os.environ:
+                model_requirements['missing_keys'].append("WATSONX_PROJECT_ID")
+                model_requirements['keys_in_environment'] = False
+            # https://docs.litellm.ai/docs/providers/watsonx#usage---models-in-deployment-spaces
+            # using custom watsonx deployments might require to set WATSONX_DEPLOYMENT_SPACE_ID env
+            if "watsonx/deployment/" in self.model:
+                logging.warning(
+                            "Custom WatsonX deployment detected. You may need to set the WATSONX_DEPLOYMENT_SPACE_ID "
+                            "environment variable for proper functionality. For more information, refer to the documentation: "
+                            "https://docs.litellm.ai/docs/providers/watsonx#usage---models-in-deployment-spaces"
+                )
+        else:
+            # 
+            api_key_env_var = f"{provider.upper()}_API_KEY"
+            if api_key:
+                os.environ[api_key_env_var] = api_key
+            model_requirements = litellm.validate_environment(model=model)
+        
         if not model_requirements["keys_in_environment"]:
             raise Exception(f"model {model} requires the following environment variables: {model_requirements['missing_keys']}")
 
+
     def _strip_model_prefix(self) -> str:
         """
         Helper function to strip 'openai/' prefix from model name if it exists.
diff --git a/poetry.lock b/poetry.lock
index 2a46ae7d..6a5ec836 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -1314,13 +1314,13 @@ rapidfuzz = ">=3.9.0,<4.0.0"
 
 [[package]]
 name = "litellm"
-version = "1.52.9"
+version = "1.52.6"
 description = "Library to easily interface with LLM API providers"
 optional = false
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 files = [
-    {file = "litellm-1.52.9-py3-none-any.whl", hash = "sha256:a1ef5561d220d77059a359da497f0ab04c721205c6795f151b07be5bbe51fe45"},
-    {file = "litellm-1.52.9.tar.gz", hash = "sha256:73a05fed76cfac4357ee4117f28608209db891223fb9c6e03dddfe1723666437"},
+    {file = "litellm-1.52.6-py3-none-any.whl", hash = "sha256:9b3e9fb51f7e2a3cc8b50997b346c55aae9435a138d9a656f18e262750a1bfe1"},
+    {file = "litellm-1.52.6.tar.gz", hash = "sha256:d67c653f97bd07f503b975c167de1e25632b7bc6bb3c008c46921e4acc81ec60"},
 ]
 
 [package.dependencies]
@@ -3260,4 +3260,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.9"
-content-hash = "c6579904b41ba69dee0f53d1351661405122c8f3e1a5305d15a7df08d8251fcf"
+content-hash = "71d830808845121cdfdd0e435649f101abe541395497f70bd5aeaa30a8d9dac4"
diff --git a/pyproject.toml b/pyproject.toml
index 28f01f21..4d410fe9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -28,7 +28,7 @@ supabase = "^2.5"
 colorlog = "^6.8.2"
 strenum = "^0.4.15"
 markdown = "^3.6"
-litellm = "^1.50.2"
+litellm = "^1.52.6"
 certifi = "^2024.7.4"
 urllib3 = "^1.26.19"
 boto3 = "^1.34.145"