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name dictation
description Dictation instructions for fixing speech-to-text errors and improving text quality in gh-aw workflows

Dictation Instructions

Technical Context

gh-aw (GitHub Agentic Workflows) is a CLI extension for GitHub that compiles markdown workflow files into GitHub Actions YAML. It enables AI-powered workflows using natural language instructions with support for multiple engines (Copilot, Claude, Codex, Gemini), tools (GitHub API, bash, web-fetch, playwright), and security features (safe-outputs, network permissions, integrity levels).

Project Glossary

@copilot ab-testing-advisor acceptEdits ace-editor action_required actionlint actions-lock.json activation actor add-comment add-dir add-host add-labels add-mask add-reviewer add_comment add_labels AddCommentOutput AddLabelsOutput AddReviewerOutput agent agent-output agent-output.json agent-performance-analyzer agent-persona-explorer agent-stdio agent-step-summary agent_output.json agentic agentic-ops agentic-token-audit agentic-token-optimizer agentic-token-trend-audit agentic-workflow-usage-cache agentic-workflows agentics-maintenance.yml AGENTS.md ai-credits ai-moderator aic alert-number allow-action-refs allow-host-ports allow-only allow-team-members allow-tool allowed-branches allowed-domains allowed-files allowed-github-references allowed-repos allowed_repositories AllowedDomains analysis_type anthropic ANTHROPIC_API_KEY antigravity ANTIGRAVITY_API_KEY any api-consumption-report api-proxy api-proxy-logs api-target api.github.com api.githubcopilot.com app-id append append-only-comments approach-validator approval-labels arc-dind archie architecture-guardian artifact artifacts artifacts-summary assign-milestone assign-to-agent assignees AssignMilestoneOutput AssignToAgentOutput audit audit-diff audit-workflows auto-merge auto-merge-prs auto-triage-issues autofix-code-scanning-alert AutofixCodeScanningAlertOutput avenger aw-failure-investigator aw-info aw-info.json aw-prompts aw.json aw.yml aw_context aw_info.json awf-config awf-reflect awmg-cli-proxy awmg-mcpg AZURE_CLIENT_ID AZURE_CLIENT_SECRET AZURE_TENANT_ID base-branch base_weighted_tokens bash batch-ops bi-weekly blocked blocked-users blog-auditor bootstrap bot-detection branch-name branch-prefix branches-ignore BRAVE_API_KEY breaking-change-checker built-in BYOK bypassPermissions cache cache-dependency-path cache-hit cache-matched-key cache-memory cache.jsonl call-workflow cancel-in-progress CHANGELOG.md changeset chaos-pr-bundle-fuzzer chat-ops chatgpt-image checkout checkout-pr ci-coach ci-doctor claude claude-code-user-docs-review claude-opus claude-sonnet CLAUDE.md cli-consistency-checker cli-proxy cli-version-checker client-id cloclo close-discussion close-expired-entities close-issue close-older-discussions close-older-issues close-older-key close-pull-request close_discussion close_issue CloseDiscussionOutput CloseIssueOutput ClosePullRequestOutput code-scanning code-scanning-alert code-scanning-fixer code-simplifier codex CODEX_API_KEY coding comment-id comment-memory commit-title-suffix compilation compile computer-use conclusion concurrency config.json config.schema.json config.toml container-workdir contents CONTEXT7_API_KEY continue-on-error CONTRIBUTING.md contribution-check cool-down copilot copilot-agent-analysis copilot-centralization-drilldown copilot-cli-deep-research copilot-opt copilot-pr-merged-report copilot-requests copilot-sdk copilot-session-insights copilot-setup-steps copilot-setup-steps.yml copilot-swe-agent copilot/claude-opus-4.5 copilot/gpt-5 copilot/gpt-5.4 COPILOT_API_KEY COPILOT_CONNECTION_TOKEN COPILOT_GITHUB_TOKEN COPILOT_MODEL COPILOT_PROVIDER_BASE_URL COPILOT_SDK_SEND_TIMEOUT_MS create-agent-session create-agent-task create-check-run create-code-scanning-alert create-discussion create-issue create-pull-request create-pull-request-review-comment create_check_run create_discussion create_issue create_pull_request create_pull_request_review_comment CreateCodeScanningAlertOutput CreateDiscussionOutput CreateIssueOutput CreatePullRequestOutput CreatePullRequestReviewCommentOutput cron cross-repo cross-repository crush.json custom-safe-outputs daily daily-agentrx-trace-optimizer daily-ambient-context-optimizer daily-architecture-diagram daily-assign-issue-to-user daily-effective-workflow-guardrail dangerously-disable-sandbox-agent data.recoverable DD_API_KEY DD_APPLICATION_KEY dead-code-remover deep-report deep-research default_max_ai_credits default_max_daily_ai_credits default_max_turn_cache_misses delight deny-all Dependabot dependabot-burner dependabot-go-checker dependabot-repair dependencies deployment-incident-monitor design-decision-gate detection detection.log deterministic-ops developer-docs-consolidator DEVGUIDE.md DICTATION.md difc-proxy disable-builtin-mcps disable-codemod disable-xpia-prompt disapproval-reactions discussion discussion-number discussion-task-miner discussion_comment discussion_number discussions dismiss-pull-request-review DismissPullRequestReviewOutput dispatch-repository dispatch-workflow DispatchWorkflowOutput docker-host docker-host-path-prefix DOCKER_HOST DOCKER_SOCK_GID DOCKER_SOCK_PATH docs-noob-tester domains download-artifact draft-body draft-pr-cleanup draft-title dry-run duplicate-code-detector duplicate_of edit effective-tokens effective-workflow-guardrail end-date endorsement-reactions endpoint engine engine.api-target engine.auth engine.bare engine.driver engine.env engine.harness engine.id engine.mcp engine.mcp.session-timeout engine.mcp.tool-timeout engine.model engine.permission-mode EngineConfig env env-all eslint-miner eslint-monster event_type exclude-env excluded-files experiment experiments expires fable fail-fast fallback-as-issue fallback-to-issue feature-flags fetch-depth field_name field_node_id file-glob file-summarizer filter-test firewall firewall-audit-logs firewall-escape FirewallConfig footer footer-workflow-recompile forecast FOUNDRY_API_KEY FOUNDRY_OPENAI_ENDPOINT frontmatter functional-pragmatist fuzzy-schedule gateway-api-key gateway-pid gateway-port gemini gemini-3-flash gemini-3-pro gemini-3.1-flash gemini-3.1-pro gemini-3.5-flash gemini-flash gemini-flash-lite gemini-omni gemini-pro GEMINI_API_KEY gemma gh-aw gh-aw-detection gh-aw-firewall gh-aw-manifest gh-aw-mcpg gh-aw-metadata gh-aw-node gh-aw-ref gh-proxy GH_AW_ACTION_FAILURE_ISSUE_EXPIRES_HOURS GH_AW_AGENT_CONCLUSION GH_AW_AGENT_FILES GH_AW_AGENT_FOLDERS GH_AW_AGENT_OUTPUT GH_AW_AIC GH_AW_ALLOWED_DOMAINS GH_AW_ALLOWED_EXTENSIONS GH_AW_AMBIENT_CONTEXT GH_AW_ASSETS_ALLOWED_EXTS GH_AW_ASSETS_BRANCH GH_AW_ASSETS_MAX_SIZE_KB GH_AW_BIN GH_AW_CACHE_DIR GH_AW_CI_TRIGGER_TOKEN GH_AW_COMMENT_ID GH_AW_CURRENT_WORKFLOW_REF GH_AW_DEFAULT_DETECTION_MAX_AI_CREDITS GH_AW_DEFAULT_DETECTION_MODEL GH_AW_DEFAULT_MAX_AI_CREDITS GH_AW_DEFAULT_MAX_DAILY_AI_CREDITS GH_AW_DEFAULT_MAX_EFFECTIVE_TOKENS GH_AW_DEFAULT_MAX_TURN_CACHE_MISSES GH_AW_DEFAULT_MAX_TURNS GH_AW_DEFAULT_MODEL_COPILOT GH_AW_DEFAULT_TIMEOUT_MINUTES GH_AW_DETECTION_CONCLUSION GH_AW_DETECTION_CONTINUE_ON_ERROR GH_AW_DETECTION_REASON GH_AW_DOCKER_HOST GH_AW_DOCKER_HOST_PATH_PREFIX_ARGS GH_AW_EFFECTIVE_TOKENS GH_AW_ENGINE GH_AW_ENGINE_ID GH_AW_ENGINE_MODEL GH_AW_GITHUB_ACTOR GH_AW_GITHUB_MCP_SERVER_TOKEN GH_AW_GITHUB_REPOSITORY GH_AW_GITHUB_RUN_ID GH_AW_GITHUB_TOKEN GH_AW_GITHUB_WORKSPACE GH_AW_HAS_LABEL_COMMAND GH_AW_HAS_SLASH_COMMAND GH_AW_INFO_AWF_VERSION GH_AW_INFO_ENGINE_ID GH_AW_INFO_MODEL GH_AW_INFO_STAGED GH_AW_INFO_VERSION GH_AW_IS_PR_COMMENT GH_AW_LLM_PROVIDER GH_AW_MAX_AI_CREDITS GH_AW_MAX_DAILY_AI_CREDITS GH_AW_MAX_TURNS GH_AW_MCP_CLI_SERVERS_LIST GH_AW_MCP_CONFIG GH_AW_MCP_LOG_DIR GH_AW_MODELS_JSON_PATH GH_AW_NEEDS_PRE_ACTIVATION_OUTPUTS_ACTIVATED GH_AW_NODE GH_AW_NODE_BIN GH_AW_NODE_EXEC GH_AW_NPM_GLOBAL_ROOT GH_AW_OTEL_GRAFANA_AUTHORIZATION GH_AW_OTEL_GRAFANA_ENDPOINT GH_AW_OTEL_SENTRY_AUTHORIZATION GH_AW_OTEL_SENTRY_ENDPOINT GH_AW_OTLP_ALL_HEADERS GH_AW_OTLP_ENDPOINTS GH_AW_PHASE GH_AW_POLICY_ALLOW_CREATE_PULL_REQUEST GH_AW_PROJECT_GITHUB_TOKEN GH_AW_PROJECT_UTC GH_AW_PROMPT GH_AW_RUN_URL GH_AW_RUNTIME_FEATURES GH_AW_SAFE_OUTPUTS GH_AW_SAFE_OUTPUTS_CONFIG_PATH GH_AW_SAFE_OUTPUTS_HANDLER_CONFIG GH_AW_SAFE_OUTPUTS_TOOLS_PATH GH_AW_SETUP_WORKFLOW_NAME GH_AW_SIDE_REPO_PAT GH_AW_SKILL_DIR GH_AW_SUB_AGENT_DIR GH_AW_SUB_AGENT_EXT GH_AW_THREAT_DETECTION_AIC GH_AW_TIMEOUT_MINUTES GH_AW_TOOL_CACHE GH_AW_TOOL_CACHE_MOUNT GH_AW_TOOLS_META_JSON GH_AW_TRACKER_ID GH_AW_VERSION GH_AW_WORKFLOW_DISPATCH_AW_CONTEXT GH_AW_WORKFLOW_FILE GH_AW_WORKFLOW_ID GH_AW_WORKFLOW_ID_SANITIZED GH_AW_WORKFLOW_NAME GH_AW_WORKFLOW_SOURCE_URL GH_HOST GH_TOKEN GHEC GHES ghes-host-config git.commit GIT_AUTHOR_EMAIL GIT_AUTHOR_NAME GIT_COMMITTER_EMAIL GIT_COMMITTER_NAME github github-actions github-app github-cloud github-context github-env github-mcp-server github-mcp-structural-analysis github-oidc github-script github-token github-tools github.actor github.aw.context github.event.comment.id github.event.discussion.number github.event.inputs github.event.issue.number github.event.repository github.event_name github.ref_name github.run_attempt github.run_id github.run_number github.sha GITHUB_ACTOR GITHUB_API_URL GITHUB_AW GITHUB_AW_OTEL_PARENT_SPAN_ID GITHUB_AW_OTEL_TRACE_ID GITHUB_BASE_REF GITHUB_COPILOT_BASE_URL GITHUB_COPILOT_INTEGRATION_ID GITHUB_ENTERPRISE_HOST GITHUB_EVENT_NAME GITHUB_EVENT_PATH GITHUB_GRAPHQL_URL GITHUB_HEAD_REF GITHUB_JOB GITHUB_MCP_GUARD_MIN_INTEGRITY GITHUB_MCP_GUARD_REPOS GITHUB_MCP_SERVER_TOKEN github_models GITHUB_OUTPUT GITHUB_REF GITHUB_REF_NAME GITHUB_REPOSITORY GITHUB_RUN_ATTEMPT GITHUB_RUN_ID GITHUB_RUN_NUMBER GITHUB_SERVER_URL GITHUB_SHA GITHUB_STEP_SUMMARY GITHUB_TOKEN GITHUB_WORKFLOW GITHUB_WORKFLOW_REF GITHUB_WORKSPACE glossary-maintainer go-fan go-logger go-pattern-detector go-version-file go.mod go.sum gpt-5 gpt-5-codex gpt-5-mini gpt-5-nano gpt-5-pro gpt-5.1 gpt-5.2 gpt-5.3 gpt-5.4 gpt-5.5 gpt-5.6 gpt-image grafana GRAFANA_SERVICE_ACCOUNT_TOKEN group-add grumpy-reviewer guard-policies guardrail_metrics haiku hash-frontmatter headers health hide-comment hide-older-comments HideCommentOutput hippo-embed host-gateway host.docker.internal hourly hourly-ci-cleaner id-token if-no-changes if-no-files-found image-generation import-schema imports in_progress include-hidden-files info.jsonl inline-agents inline-sub-agents inlined-imports inspect install instructions-janitor integrity integrity-proxy integrity-reactions issue issue-arborist issue-comment issue-monster issue-number issue-ops issue-triage-agent issue_comment issue_number issues item_number items.jsonl job-discriminator job-name json-schema jsonrpc kimi kiwi label-command label-ops label_command labels large link-sub-issue LinkSubIssueOutput lint lint-monster linter-miner LLM llm.model.multiplier llm.token.base_weighted llm.token.cached_input llm.token.effective_total llm.token.input llm.token.output lock.json lock.yml lockdown-mode lockfile-stats log-level logical-repo logs lyria macos-latest mai-code manifest-version mark-pull-request-as-ready-for-review markdown MarkPullRequestAsReadyForReviewOutput max-ai-credits max-bot-mentions max-calls max-continuations max-daily-ai-credits max-file-count max-file-size max-patch-size max-runs max-runs-per-window max-samples max-tool-denials max-turn-cache-misses max-turns max-uploads mcp mcp-cli mcp-config mcp-gateway mcp-inspect mcp-inspector mcp-logs mcp-payloads mcp-scripts mcp-server mcp-servers MCP_GATEWAY_API_KEY MCP_GATEWAY_DOCKER_COMMAND MCP_GATEWAY_DOMAIN MCP_GATEWAY_GID MCP_GATEWAY_HOST_DOMAIN MCP_GATEWAY_LOG_DIR MCP_GATEWAY_PAYLOAD_DIR MCP_GATEWAY_PAYLOAD_SIZE_THRESHOLD MCP_GATEWAY_PORT MCP_GATEWAY_SESSION_TIMEOUT MCP_GATEWAY_UID memory-ops merge merge-pull-request mergefest metadata metrics-collector milestone-number milestone_number milestone_title min-integrity min-samples min-version mini missing-data missing-tool missing_data missing_tool MissingToolOutput models.json monitor-ops mounts multi-phase multi-repo-ops nano-banana necromancer network network.allowed NetworkPermissions no-ask-user no-check-update no-compile no-gitattributes no-op no-security-scanner no-stop-after node-version non-empty noop noop-reminder notion-issue-summary notion-mcp NOTION_API_TOKEN npx o3-deep-research o4-mini-deep-research observability.otlp on.github-app on.needs on.skip-author-associations openai openai/gpt-5 OPENAI_API_KEY opencode opencode.jsonc OPENROUTER_API_KEY opentelemetry opus opusplan orchestration orchestrator-ops org-health-report organization otel otel.jsonl OTEL_EXPORTER_OTLP_ENDPOINT OTEL_EXPORTER_OTLP_HEADERS otlp otlp.md outcome-collector outcomes outputs.jsonl override-test p50_projected_effective_tokens package-manager-cache package.json parent-issue-number parent-span-id parent_issue_number PAT patch-format paths-ignore payloadDir permissions PermissionScope persist-credentials pi pick-experiment pick_experiment.cjs pip playwright poem-bot post-steps poutine pr-code-quality-reviewer pr-sous-chef pr-triage-agent pre-activation pre-agent pre-agent-audit pre-agent-steps pre-steps pre_activation prepend preserve-branch-name private-key projected-effective-tokens projected_effective_tokens prompt.txt protected-files proxy-args pull-number pull-request pull-request-number pull-request-review pull-request-review-comment pull-request-target pull-requests pull_number pull_request pull_request_number pull_request_review_comment pull_request_target pull_requests push-to-pull-request-branch PushToPullRequestBranchOutput rate-limit rate-limiting read-only README.md reasoning refactoring-cadence refiner reflect.json refusal-labels registry reminder.md remove-labels replace replay reply-to-pull-request-review-comment ReplyToPullRequestReviewCommentOutput repo-audit-analyzer repo-memory report-as-issue report-incomplete repository_dispatch required-labels required-title-prefix requirements.txt research-plan-assign-ops resolve-pull-request-review-thread ResolvePullRequestReviewThreadOutput resource-attributes retention-days review-id review-thread robotics run-failure run-install-scripts run-name run-started run-success run_id run_summary.json runner-guard runs-on runs-on-slim runs_per_episode runtime runtime-import safe-output safe-output-artifact-client safe-output-health safe-output-tools safe-outputs safe-outputs-items safe-outputs.actions safe-outputs.allowed-domains safe-outputs.app safe-outputs.create-pull-request safe-outputs.github-app safe-outputs.github-token safe-outputs.jobs safe-outputs.threat-detection.max-ai-credits safe-rollout safe_outputs SafeOutput safeoutputs.jsonl sampled_episodes sandbox SandboxConfig schedule schema-consistency-checker schema-feature-coverage scout secret-masking security-compliance self-hosted semantic-function-refactor send-slack-message sentry SENTRY_ACCESS_TOKEN serena sergo servers.json service.name sessionTimeout set-issue-type set_issue_field settings.json setup-go setup-node skillet skip-archive skip-bots skip-if-match skip-if-no-match skip-pull skip-roles SLACK_BOT_TOKEN slash-command slash_command small small-agent smoke-antigravity smoke-claude smoke-codex smoke-copilot smoke-gemini smoke-opencode smoke-pi sonnet sonnet-6x span-id spanId sparse-checkout sparse-checkout-cone-mode spec-enforcer spec-extractor spec-librarian spec-ops staged stale-pr-cleanup stale-repo-identifier start-date startup-timeout state.json state.runs status-comment stdio.log steps.sanitized.outputs.body steps.sanitized.outputs.text steps.sanitized.outputs.title stop-after sub-agent sub-agents sub-issue-closer sub-issue-number sub-issues sub_issue_number submit-pull-request-review submit_pull_request_review SubmitPullRequestReviewOutput summary.json summary.md super-linter target-repo task-description TAVILY_API_KEY terminal-stylist thread-id threat-detection tidy timed_out timeout-minutes timezone title-prefix token-usage TokenUsage tool-timeout tools.bash tools.cli-proxy tools.github tools.github.allowed-repos tools.github.min-integrity tools.json tools.mcp-servers tools.playwright tools.timeout toolsets top-level total-effective-tokens total_aic trace-id traceId traceparent tracker-id tri-weekly trial-ops trusted-users trustedBots typescript-language-server typist ubuntu-latest ubuntu-slim unapproved unassign-first unbloat-docs uninstall update-astro update-discussion update-issue update-project update-pull-request UpdateDiscussionOutput UpdateIssueOutput UpdateProjectOutput UpdatePullRequestOutput upload-artifact upload-asset usage.jsonl user-rate-limit users.noreply.github.com validate-images variants veo vision visual-regression-checker vulnerability-alerts web-fetch web-search weekly weekly-blog-post-writer weekly-editors-health-check weekly-issue-summary weight workflow-call workflow-dispatch workflow-generator workflow-health-manager workflow-logs workflow-name workflow-skill-extractor workflow_call workflow_dispatch workflow_id workflow_run WorkflowRun workflows-dir working-directory workqueue-ops write-sink YAML zizmor

Fix Speech-to-Text Errors

Common misrecognitions to correct:

  • "GH away" → "gh-aw"
  • "G H A W" → "gh-aw"
  • "lock Y M L" → "lock.yml"
  • "Y A M L" → "YAML"
  • "MCP" → "MCP" (not "M C P")
  • "front matter" → "frontmatter" (one word)
  • "safe outputs" → "safe-outputs" (hyphenated)
  • "workflow dispatch" → "workflow-dispatch" (hyphenated in YAML context)
  • "pull request" → "pull-request" (hyphenated in YAML context)
  • "cop pilot" → "copilot" (one word)
  • "code X" → "codex" (one word)
  • "bypass permissions" → "bypassPermissions" (camelCase)
  • "accept edits" → "acceptEdits" (camelCase)
  • "Gemini" → "gemini" (lowercase in YAML context)
  • "engine dot model" → "engine.model"
  • "engine dot env" → "engine.env"
  • "engine dot MCP" → "engine.mcp"
  • "tools dot GitHub" → "tools.github"
  • "MCP gateway" → "mcp-gateway" (hyphenated)
  • "MCP scripts" → "mcp-scripts" (hyphenated)
  • "cache memory" → "cache-memory" (hyphenated)
  • "repo memory" → "repo-memory" (hyphenated)
  • "allowed repos" → "allowed-repos" (hyphenated in YAML context)
  • "min integrity" → "min-integrity" (hyphenated in YAML context)
  • "pre activation" → "pre-activation" (hyphenated)
  • "A W dot Y M L" → "aw.yml"
  • "A W dot JSON" → "aw.json"
  • "GitHub token" → "github-token" (hyphenated in YAML context)
  • "GitHub app" → "github-app" (hyphenated in YAML context)
  • "steps dot sanitized dot outputs dot text" → "steps.sanitized.outputs.text"
  • "fuzzy schedule" → "fuzzy-schedule" (hyphenated)
  • "cross repository" → "cross-repository" (hyphenated)
  • "sub agent" → "sub-agent" (hyphenated)
  • "sub issues" → "sub-issues" (hyphenated)
  • "GitHub tools" → "github-tools" (hyphenated in YAML context)
  • "hide older comments" → "hide-older-comments" (hyphenated)
  • "preserve branch name" → "preserve-branch-name" (hyphenated)
  • "max daily AI credits" → "max-daily-ai-credits" (hyphenated)
  • "AI credits" → "ai-credits" (hyphenated)
  • "open code" → "opencode" (one word when used as engine name)
  • "open AI API key" → "OPENAI_API_KEY" (uppercase with underscores)
  • "anthropic API key" → "ANTHROPIC_API_KEY" (uppercase with underscores)
  • "gemini API key" → "GEMINI_API_KEY" (uppercase with underscores)
  • "close issue" → "close-issue" (hyphenated in YAML context)
  • "close pull request" → "close-pull-request" (hyphenated in YAML context)
  • "batch ops" → "batch-ops" (hyphenated)
  • "chat ops" → "chat-ops" (hyphenated)
  • "issue ops" → "issue-ops" (hyphenated)
  • "label ops" → "label-ops" (hyphenated)
  • "memory ops" → "memory-ops" (hyphenated)
  • "monitor ops" → "monitor-ops" (hyphenated)
  • "multi repo ops" → "multi-repo-ops" (hyphenated)
  • "orchestrator ops" → "orchestrator-ops" (hyphenated)
  • "spec ops" → "spec-ops" (hyphenated)
  • "trial ops" → "trial-ops" (hyphenated)
  • "workqueue ops" → "workqueue-ops" (hyphenated)
  • "safe rollout" → "safe-rollout" (hyphenated)
  • "inline sub agents" → "inline-sub-agents" (hyphenated)
  • "lockdown mode" → "lockdown-mode" (hyphenated)
  • "agentic ops" → "agentic-ops" (hyphenated)
  • "at copilot" → "@copilot" (GitHub bot mention)
  • "depend a bot" → "Dependabot" (one word, capital D)
  • "dependabot" → "Dependabot" (capital D)
  • "run time" → "runtime" (one word)
  • "self hosted" → "self-hosted" (hyphenated)
  • "gemini flash lite" → "gemini-flash-lite" (hyphenated)
  • "gemini flash" → "gemini-flash" (hyphenated)
  • "mai code" → "mai-code" (hyphenated)
  • "nano banana" → "nano-banana" (hyphenated)
  • "computer use" → "computer-use" (hyphenated)
  • "deep research" → "deep-research" (hyphenated)
  • "gpt 5 nano" → "gpt-5-nano" (hyphenated)
  • "gpt 5 codex" → "gpt-5-codex" (hyphenated)
  • "sonnet six x" → "sonnet-6x"
  • "grumpy reviewer" → "grumpy-reviewer" (hyphenated workflow name)
  • "aw failure investigator" → "aw-failure-investigator" (hyphenated workflow name)
  • "smoke copilot" → "smoke-copilot" (hyphenated workflow name)
  • "super linter" → "super-linter" (hyphenated)
  • "action lint" → "actionlint" (one word, linter name)
  • "fire wall" → "firewall" (one word)

Clean Up and Improve Text

  • Remove filler words: humm, you know, um, uh, like, basically, actually, so, well, right, okay
  • Remove false starts and repeated words
  • Improve clarity and sentence structure
  • Make text more professional and concise
  • Fix run-on sentences
  • Correct grammar and punctuation
  • Maintain the user's intended meaning and tone
  • Preserve technical terminology exactly as provided

Guidelines

You do not have enough background information to plan or provide code examples.

  • do NOT generate code examples
  • do NOT plan steps
  • focus on fixing speech-to-text errors and improving text quality
  • remove filler words (humm, you know, um, uh, like, basically, actually, etc.)
  • improve clarity and make text more professional
  • maintain the user's intended meaning