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Make translation pipeline more token-efficient#929

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ewels merged 1 commit intonextflow-io:masterfrom
ewels:translate-heading-sections
Mar 31, 2026
Merged

Make translation pipeline more token-efficient#929
ewels merged 1 commit intonextflow-io:masterfrom
ewels:translate-heading-sections

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@ewels ewels commented Mar 31, 2026

Summary

  • Fix verification bugs that caused ~20% wasted API spend: translation notice insertion for files without H1 headings, and false-positive semantic verification retries
  • Add heading-based chunk translation: split files at ## headings, diff old vs new English, only translate changed sections (estimated 75-85% output token reduction for incremental updates)
  • Add file rename/move detection: move translation files on git renames instead of orphan + full retranslation
  • Add prompt-change efficiency: send prompt diff for targeted updates instead of generic "update minimally"
  • Reduce API parallelism: max concurrent calls ~50 (was ~500), eliminating rate-limit retries

Details

Verification bug fixes

  • postprocess.py: ensure_translation_notice() now inserts notice after frontmatter for files without H1 (previously returned unchanged, causing every retry to fail)
  • verify.py: Replaced LLM-based semantic verification (1 API call per file, false positives on transcripts) with a line-count ratio truncation check

Chunk translation (chunking.py, core.py, prompts.py)

  • New split_into_chunks() splits at ## headings (code-fence aware)
  • diff_chunks() uses three-pass matching: exact heading → content hash → fuzzy heading (>0.8 similarity)
  • _translate_chunks_async() translates only modified/added chunks, reuses existing translations for unchanged sections
  • Falls back to full-file translation when: <3 chunks, chunk count mismatch, >50% chunks changed, or verification fails

File rename detection (git_utils.py)

  • get_renamed_files() uses git diff --name-status -M to detect renames
  • gather_work() moves translation files before computing orphans/missing

Parallelism (config.py, translate.yml)

  • DEFAULT_PARALLEL: 50 → 10
  • max-parallel: 5 on language matrix (max 5 × 10 = 50 concurrent API calls)

Test plan

  • 19 unit tests pass (chunking: split, reassemble, diff scenarios; postprocess: notice insertion edge cases)
  • Verified chunking roundtrip on real files (01_hello_world.md: 7 chunks, essential_scripting_patterns/index.md: 12 chunks)
  • All imports verified working
  • Run translate sync on one language to verify end-to-end
  • Compare token usage in JSON logs before/after

🤖 Generated with Claude Code

@ewels @claude
Make translation pipeline more token-efficient
f898646 
Fix verification bugs that caused ~20% wasted API spend:
- Fix translation notice insertion for files without H1 headings
  (conventions.md, nxf_versions.md, README.md always failed verification)
- Replace LLM-based semantic verification with line-count truncation check
  (eliminates false-positive retries and 1 API call per file)

Add heading-based chunk translation:
- Split files at ## headings, diff old vs new English chunks
- Only translate changed sections, reuse existing translations for the rest
- Three-pass chunk matching: exact heading, content hash, fuzzy heading
- Falls back to full-file translation when chunking is not feasible

Add file rename/move detection:
- Detect git renames and move translation files instead of orphan+retranslate
- Check if content also changed to decide if re-translation is needed

Add prompt-change efficiency:
- Send prompt diff to model for targeted updates instead of generic
  "update minimally" instructions

Reduce API parallelism:
- DEFAULT_PARALLEL: 50 → 10
- GitHub Actions max-parallel: 5 languages at a time
- Max concurrent API calls: ~50 (was ~500)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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github-actions bot commented Mar 31, 2026

Nextflow linting complete!

✅ 171 files had no errors
🔧 127 files would be changed by auto-formatting

View formatting changes
FileDiff
hello-nextflow/solutions/1-hello-world/hello-world-2.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     output:
     path 'output.txt'
hello-nextflow/solutions/1-hello-world/hello-world-3.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
hello-nextflow/solutions/2-hello-channels/hello-channels-1.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -29,7 +28,7 @@ workflow {
     main:
     // create a channel for inputs
     greeting_ch = channel.of('Hello Channels!')
-                        .view()
+        .view()
     // emit a greeting
... (truncated)
hello-nextflow/solutions/2-hello-channels/hello-channels-2.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -29,7 +28,7 @@ workflow {
     main:
     // create a channel for inputs
     greeting_ch = channel.of('Hello', 'Bonjour', 'Holà')
-                        .view()
+        .view()
     // emit a greeting
... (truncated)
hello-nextflow/solutions/2-hello-channels/hello-channels-3.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -28,12 +27,12 @@ workflow {
 
     main:
     // declare an array of input greetings
-    greetings_array = ['Hello','Bonjour','Holà']
+    greetings_array = ['Hello', 'Bonjour', 'Holà']
     // create a channel for inputs
... (truncated)
hello-nextflow/solutions/2-hello-channels/hello-channels-4.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -29,11 +28,11 @@ workflow {
     main:
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.input)
-                        .view { csv -> "Before splitCsv: $csv" }
-                        .splitCsv()
-                        .view { csv -> "After splitCsv: $csv" }
... (truncated)
hello-nextflow/solutions/3-hello-workflow/hello-workflow-1.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -21,7 +20,6 @@ process sayHello {
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
... (truncated)
hello-nextflow/solutions/3-hello-workflow/hello-workflow-2.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -21,7 +20,6 @@ process sayHello {
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
... (truncated)
hello-nextflow/solutions/3-hello-workflow/hello-workflow-3.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -21,7 +20,6 @@ process sayHello {
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
... (truncated)
hello-nextflow/solutions/3-hello-workflow/hello-workflow-4.nf
View 
@@ -4,7 +4,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
 
@@ -21,7 +20,6 @@ process sayHello {
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
... (truncated)
hello-nextflow/solutions/4-hello-modules/hello-modules-2.nf
View 
@@ -7,7 +7,6 @@ include { sayHello } from './modules/sayHello.nf'
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
 
@@ -24,7 +23,6 @@ process convertToUpper {
  * Collect uppercase greetings into a single output file
  */
 process collectGreetings {
-
     input:
     path input_files
... (truncated)
hello-nextflow/solutions/4-hello-modules/hello-modules-3.nf
View 
@@ -8,7 +8,6 @@ include { convertToUpper } from './modules/convertToUpper.nf'
  * Collect uppercase greetings into a single output file
  */
 process collectGreetings {
-
     input:
     path input_files
     val batch_name
@@ -38,8 +37,8 @@ workflow {
     main:
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.input)
-                        .splitCsv()
-                        .map { line -> line[0] }
+        .splitCsv()
... (truncated)
hello-nextflow/solutions/4-hello-modules/hello-modules-4.nf
View 
@@ -18,8 +18,8 @@ workflow {
     main:
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.input)
-                        .splitCsv()
-                        .map { line -> line[0] }
+        .splitCsv()
+        .map { line -> line[0] }
     // emit a greeting
     sayHello(greeting_ch)
     // convert the greeting to uppercase
hello-nextflow/solutions/4-hello-modules/modules/collectGreetings.nf
View 
@@ -2,7 +2,6 @@
  * Collect uppercase greetings into a single output file
  */
 process collectGreetings {
-
     input:
     path input_files
     val batch_name
hello-nextflow/solutions/4-hello-modules/modules/convertToUpper.nf
View 
@@ -2,7 +2,6 @@
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
hello-nextflow/solutions/4-hello-modules/modules/sayHello.nf
View 
@@ -2,7 +2,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
hello-nextflow/solutions/5-hello-containers/hello-containers-2.nf
View 
@@ -20,8 +20,8 @@ workflow {
     main:
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.input)
-                        .splitCsv()
-                        .map { line -> line[0] }
+        .splitCsv()
+        .map { line -> line[0] }
     // emit a greeting
     sayHello(greeting_ch)
     // convert the greeting to uppercase
hello-nextflow/solutions/5-hello-containers/modules/collectGreetings.nf
View 
@@ -2,7 +2,6 @@
  * Collect uppercase greetings into a single output file
  */
 process collectGreetings {
-
     input:
     path input_files
     val batch_name
hello-nextflow/solutions/5-hello-containers/modules/convertToUpper.nf
View 
@@ -2,7 +2,6 @@
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
hello-nextflow/solutions/5-hello-containers/modules/sayHello.nf
View 
@@ -2,7 +2,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
hello-nextflow/solutions/6-hello-config/hello-config.nf
View 
@@ -20,8 +20,8 @@ workflow {
     main:
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.input)
-                        .splitCsv()
-                        .map { line -> line[0] }
+        .splitCsv()
+        .map { line -> line[0] }
     // emit a greeting
     sayHello(greeting_ch)
     // convert the greeting to uppercase
hello-nextflow/solutions/6-hello-config/modules/collectGreetings.nf
View 
@@ -2,7 +2,6 @@
  * Collect uppercase greetings into a single output file
  */
 process collectGreetings {
-
     input:
     path input_files
     val batch_name
hello-nextflow/solutions/6-hello-config/modules/convertToUpper.nf
View 
@@ -2,7 +2,6 @@
  * Use a text replacement tool to convert the greeting to uppercase
  */
 process convertToUpper {
-
     input:
     path input_file
hello-nextflow/solutions/6-hello-config/modules/sayHello.nf
View 
@@ -2,7 +2,6 @@
  * Use echo to print 'Hello World!' to a file
  */
 process sayHello {
-
     input:
     val greeting
hello-nextflow/solutions/6-hello-config/nextflow.config
View 
@@ -6,7 +6,7 @@ conda.enabled = true
 */
 process {
     memory = 1.GB
-    withName: 'cowpy' {
+    withName: cowpy {
         memory = 2.GB
         cpus = 2
     }
@@ -32,11 +32,7 @@ profiles {
     univ_hpc {
         process.executor = 'slurm'
         conda.enabled = true
-        process.resourceLimits = [
-            memory: 750.GB,
... (truncated)
hello-nf-core/solutions/composable-hello/hello.nf
View 
@@ -14,9 +14,7 @@ include { collectGreetings } from './modules/collectGreetings.nf'
 include { cowpy } from './modules/cowpy.nf'
 
 workflow HELLO {
-
     take:
-    // channel of greetings
     greeting_ch
 
     main:
hello-nf-core/solutions/composable-hello/main.nf
View 
@@ -9,12 +9,12 @@ params.greeting = 'greetings.csv'
 workflow {
     // create a channel for inputs from a CSV file
     greeting_ch = channel.fromPath(params.greeting)
-                        .splitCsv()
-                        .map { line -> line[0] }
+        .splitCsv()
+        .map { line -> line[0] }
 
     // call the imported workflow on the channel of greetings
     HELLO(greeting_ch)
 
     // view the outputs emitted by the workflow
-    HELLO.out.view { output -> "Output: $output" }
+    HELLO.out.view { output -> "Output: ${output}" }
... (truncated)
hello-nf-core/solutions/composable-hello/modules/collectGreetings.nf
View 
@@ -10,8 +10,8 @@ process collectGreetings {
     val batch_name
 
     output:
-    path "COLLECTED-${batch_name}-output.txt" , emit: outfile
-    val count_greetings , emit: count
+    path "COLLECTED-${batch_name}-output.txt", emit: outfile
+    val count_greetings, emit: count
 
     script:
     count_greetings = input_files.size()
hello-nf-core/solutions/composable-hello/modules/convertToUpper.nf
View 
@@ -13,6 +13,6 @@ process convertToUpper {
 
     script:
     """
-    cat '$input_file' | tr '[a-z]' '[A-Z]' > 'UPPER-${input_file}'
+    cat '${input_file}' | tr '[a-z]' '[A-Z]' > 'UPPER-${input_file}'
     """
 }
hello-nf-core/solutions/composable-hello/modules/cowpy.nf
View 
@@ -15,6 +15,6 @@ process cowpy {
 
     script:
     """
-    cat $input_file | cowpy -c "$character" > cowpy-${input_file}
+    cat ${input_file} | cowpy -c "${character}" > cowpy-${input_file}
     """
 }
hello-nf-core/solutions/composable-hello/modules/sayHello.nf
View 
@@ -13,6 +13,6 @@ process sayHello {
 
     script:
     """
-    echo '$greeting' > '$greeting-output.txt'
+    echo '${greeting}' > '${greeting}-output.txt'
     """
 }
hello-nf-core/solutions/core-hello-part2/conf/base.config
View 
@@ -11,13 +11,13 @@
 process {
 
     // TODO nf-core: Check the defaults for all processes
-    cpus   = { 1      * task.attempt }
-    memory = { 6.GB   * task.attempt }
-    time   = { 4.h    * task.attempt }
+    cpus = { 1 * task.attempt }
+    memory = { 6.GB * task.attempt }
+    time = { 4.h * task.attempt }
 
     errorStrategy = { task.exitStatus in ((130..145) + 104 + 175) ? 'retry' : 'finish' }
-    maxRetries    = 1
-    maxErrors     = '-1'
+    maxRetries = 1
... (truncated)
hello-nf-core/solutions/core-hello-part2/conf/modules.config
View 
@@ -12,10 +12,5 @@
 
 process {
 
-    publishDir = [
-        path: { "${params.outdir}/${task.process.tokenize(':')[-1].tokenize('_')[0].toLowerCase()}" },
-        mode: params.publish_dir_mode,
-        saveAs: { filename -> filename.equals('versions.yml') ? null : filename }
-    ]
-
+    publishDir = [path: { "${params.outdir}/${task.process.tokenize(':')[-1].tokenize('_')[0].toLowerCase()}" }, mode: params.publish_dir_mode, saveAs: { filename -> filename.equals('versions.yml') ? null : filename }]
 }
hello-nf-core/solutions/core-hello-part2/conf/test.config
View 
@@ -11,21 +11,17 @@
 */
 
 process {
-    resourceLimits = [
-        cpus: 2,
-        memory: '4.GB',
-        time: '1.h'
-    ]
+    resourceLimits = [cpus: 2, memory: '4.GB', time: '1.h']
 }
 
 params {
-    config_profile_name        = 'Test profile'
+    config_profile_name = 'Test profile'
... (truncated)
hello-nf-core/solutions/core-hello-part2/conf/test_full.config
View 
@@ -11,7 +11,7 @@
 */
 
 params {
-    config_profile_name        = 'Full test profile'
+    config_profile_name = 'Full test profile'
     config_profile_description = 'Full test dataset to check pipeline function'
 
     // Input data for full size test
hello-nf-core/solutions/core-hello-part2/main.nf
View 
@@ -13,9 +13,9 @@
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 */
 
-include { HELLO  } from './workflows/hello'
+include { HELLO } from './workflows/hello'
 include { PIPELINE_INITIALISATION } from './subworkflows/local/utils_nfcore_hello_pipeline'
-include { PIPELINE_COMPLETION     } from './subworkflows/local/utils_nfcore_hello_pipeline'
+include { PIPELINE_COMPLETION } from './subworkflows/local/utils_nfcore_hello_pipeline'
 /*
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
     NAMED WORKFLOWS FOR PIPELINE
@@ -26,7 +26,6 @@ include { PIPELINE_COMPLETION     } from './subworkflows/local/utils_nfcore_hell
 // WORKFLOW: Run main analysis pipeline depending on type of input
 //
... (truncated)
hello-nf-core/solutions/core-hello-part2/modules/local/collectGreetings.nf
View 
@@ -10,8 +10,8 @@ process collectGreetings {
     val batch_name
 
     output:
-    path "COLLECTED-${batch_name}-output.txt" , emit: outfile
-    val count_greetings , emit: count
+    path "COLLECTED-${batch_name}-output.txt", emit: outfile
+    val count_greetings, emit: count
 
     script:
     count_greetings = input_files.size()
hello-nf-core/solutions/core-hello-part2/modules/local/convertToUpper.nf
View 
@@ -13,6 +13,6 @@ process convertToUpper {
 
     script:
     """
-    cat '$input_file' | tr '[a-z]' '[A-Z]' > 'UPPER-${input_file}'
+    cat '${input_file}' | tr '[a-z]' '[A-Z]' > 'UPPER-${input_file}'
     """
 }
hello-nf-core/solutions/core-hello-part2/modules/local/cowpy.nf
View 
@@ -7,14 +7,14 @@ process cowpy {
     conda 'conda-forge::cowpy==1.1.5'
 
     input:
-        path input_file
-        val character
+    path input_file
+    val character
 
     output:
-        path "cowpy-${input_file}"
+    path "cowpy-${input_file}"
 
     script:
     """
... (truncated)
hello-nf-core/solutions/core-hello-part2/modules/local/sayHello.nf
View 
@@ -13,6 +13,6 @@ process sayHello {
 
     script:
     """
-    echo '$greeting' > '$greeting-output.txt'
+    echo '${greeting}' > '${greeting}-output.txt'
     """
 }
hello-nf-core/solutions/core-hello-part2/nextflow.config
View 
@@ -11,30 +11,30 @@ params {
 
     // TODO nf-core: Specify your pipeline's command line flags
     // Input options
-    input                      = null
+    input = null
 
     // Boilerplate options
-    outdir                       = null
-    publish_dir_mode             = 'copy'
-    monochrome_logs              = false
-    help                         = false
-    help_full                    = false
-    show_hidden                  = false
-    version                      = false
... (truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/local/utils_nfcore_hello_pipeline/main.nf
View 
@@ -8,13 +8,13 @@
 ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
 */
 
-include { UTILS_NFSCHEMA_PLUGIN     } from '../../nf-core/utils_nfschema_plugin'
-include { paramsSummaryMap          } from 'plugin/nf-schema'
-include { samplesheetToList         } from 'plugin/nf-schema'
-include { paramsHelp                } from 'plugin/nf-schema'
-include { completionSummary         } from '../../nf-core/utils_nfcore_pipeline'
-include { UTILS_NFCORE_PIPELINE     } from '../../nf-core/utils_nfcore_pipeline'
-include { UTILS_NEXTFLOW_PIPELINE   } from '../../nf-core/utils_nextflow_pipeline'
+include { UTILS_NFSCHEMA_PLUGIN } from '../../nf-core/utils_nfschema_plugin'
+include { paramsSummaryMap } from 'plugin/nf-schema'
+include { samplesheetToList } from 'plugin/nf-schema'
+include { paramsHelp } from 'plugin/nf-schema'
... (truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/nf-core/utils_nextflow_pipeline/main.nf
View 
@@ -10,9 +10,9 @@
 
 workflow UTILS_NEXTFLOW_PIPELINE {
     take:
-    print_version        // boolean: print version
-    dump_parameters      // boolean: dump parameters
-    outdir               //    path: base directory used to publish pipeline results
+    print_version // boolean: print version
+    dump_parameters // boolean: dump parameters
+    outdir //    path: base directory used to publish pipeline results
     check_conda_channels // boolean: check conda channels
 
     main:
@@ -72,10 +72,10 @@ def getWorkflowVersion() {
 //
... (truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/nf-core/utils_nextflow_pipeline/tests/nextflow.config
View 
@@ -1,9 +1,9 @@
 manifest {
-    name            = 'nextflow_workflow'
-    author          = """nf-core"""
-    homePage        = 'https://127.0.0.1'
-    description     = """Dummy pipeline"""
+    name = 'nextflow_workflow'
+    author = """nf-core"""
+    homePage = 'https://127.0.0.1'
+    description = """Dummy pipeline"""
     nextflowVersion = '!>=23.04.0'
-    version         = '9.9.9'
-    doi             = 'https://doi.org/10.5281/zenodo.5070524'
+    version = '9.9.9'
+    doi = 'https://doi.org/10.5281/zenodo.5070524'
... (truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/nf-core/utils_nfcore_pipeline/main.nf
View 
@@ -125,12 +125,12 @@ def paramsSummaryMultiqc(summary_params) {
         }
 
     def yaml_file_text = "id: '${workflow.manifest.name.replace('/', '-')}-summary'\n" as String
-    yaml_file_text     += "description: ' - this information is collected when the pipeline is started.'\n"
-    yaml_file_text     += "section_name: '${workflow.manifest.name} Workflow Summary'\n"
-    yaml_file_text     += "section_href: 'https://github.com/${workflow.manifest.name}'\n"
-    yaml_file_text     += "plot_type: 'html'\n"
-    yaml_file_text     += "data: |\n"
-    yaml_file_text     += "${summary_section}"
+    yaml_file_text += "description: ' - this information is collected when the pipeline is started.'\n"
+    yaml_file_text += "section_name: '${workflow.manifest.name} Workflow Summary'\n"
+    yaml_file_text += "section_href: 'https://github.com/${workflow.manifest.name}'\n"
+    yaml_file_text += "plot_type: 'html'\n"
+    yaml_file_text += "data: |\n"
... (truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/nf-core/utils_nfcore_pipeline/tests/nextflow.config(truncated)
hello-nf-core/solutions/core-hello-part2/subworkflows/nf-core/utils_nfschema_plugin/main.nf(truncated)
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ewels commented Mar 31, 2026

Self-merging, as translation is a vibes-only arena and this stands to have a significant impact on Claude API usage.

@ewels ewels merged commit 0b97ff9 into nextflow-io:master Mar 31, 2026
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@ewels ewels deleted the translate-heading-sections branch March 31, 2026 10:26
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