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imacatandClaude Opus 5 2b2a93fccf Move CLAUDE.md to docs/conventions.md so subagents do not inherit it 
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
 2026-08-18 23:37:32 +08:00
imacatandClaude Opus 5 a431520f97 Renumber the pipeline substeps to match the paper (5-1 becomes 5a) 
prompts/ and runs/ move by git mv; zero padding dropped; the
arbitration and LLM-merge rows in the cost ledger carry no new
name -- their step column reads 已廢棄 with the original name
kept in a new last column.  Archived meta.json files and past
decision-log entries keep the names they were written with.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
 2026-08-18 23:37:32 +08:00
imacatandClaude Fable 5 cf00240b72 Record the provenance and status of the pilot study 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 23:37:28 +08:00
imacat a3af04cd93 License the project under CC BY 4.0 2026-08-18 23:37:04 +08:00
imacatandClaude Fable 5 341f0ccd58 Add the reliability measurement record to the docs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 23:36:51 +08:00
imacatandClaude Fable 5 3b2a15721c Update the project structure document to the completed pipeline 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:32 +08:00
imacat e131aa4f72 Finalize camera-ready version of conference paper 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 ab7d51d5d7 Add the wide pattern matrix of the women-power songs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 72fadd5b40 Rewrite the research plan to the executed pipeline 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 88d64f0553 Import the settled patterns and annotations into the working store 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 5961a739bd Add the tally-annotations subcommand settling the pattern matrix 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 9c0a9c80c8 Archive the step 5-4 pattern-annotation runs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:37:06 +08:00
imacatandClaude Fable 5 d9e3d5148f Archive the step 5-3 grouped synthesis runs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-18 22:36:33 +08:00
imacatandClaude Fable 5 9756c07cad Add the step 5 grouped synthesis and pattern-annotation design 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:42 +08:00
imacatandClaude Fable 5 e9c29e5867 Correct three performer genders via build-db --gender-corrections 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:42 +08:00
imacatandClaude Fable 5 171d2f81fe Archive the step 5 reading, consolidation, and synthesis runs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:41 +08:00
imacatandClaude Fable 5 df363e14f0 Add the step 5 qualitative deep-reading design and definition files 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:41 +08:00
imacatandClaude Fable 5 d591931101 Record the Fable 5 auxiliary deep-reading experiments in the decision log 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:41 +08:00
imacatandClaude Fable 5 03ee51912d Import the settled code groups into the working store 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:41 +08:00
imacatandClaude Fable 5 87ad31568a Add the tally-groups subcommand settling results/groups.csv 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:41 +08:00
imacatandClaude Fable 5 ed54a1248f Replace the quote newline escape with the lyric line-break convention 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:40 +08:00
imacatandClaude Fable 5 963504e9c3 Add step 4 semantic code grouping by majority vote on claude-fable-5 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:40 +08:00
imacatandClaude Fable 5 64dd9b0cc3 Add a model option to run-llm for the claude-fable-5 model 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:40 +08:00
imacat 41d2822063 Add conference paper first draft. 2026-08-17 22:38:40 +08:00
imacatandClaude Fable 5 70578b5d77 Record the blind semantic code grouping in the decision log 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:40 +08:00
imacatandClaude Fable 5 ff2a3a217f Record the full k-value comparison table in the decision log 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:39 +08:00
imacatandClaude Opus 5 2c15c0bb8b Derive the performing group genders from their Wikidata members 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:39 +08:00
imacatandClaude Opus 5 5d10383dcb Derive the song performer gender and identify Pinkfong as Hope Segoine 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:39 +08:00
imacatandClaude Opus 5 99f5c1c260 Drop the redundant HTTP error class from the retry catch 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:39 +08:00
imacatandClaude Opus 5 d370ac51dc Pin the parenthesized members pattern to a single split point 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 c7b630c632 Make the module-level helpers private instead of protected 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 5194d4246b Extract the protected name restoration out of the credit parser 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 36b3456414 Classify the transient request errors in one place 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 511abd0a55 Extract the record content builder out of the export line builder 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 047f322bf3 Stop binding the unread role in the parsed credit check 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:38 +08:00
imacatandClaude Opus 5 2d8a34ea9e Remove the unused skipped counter of the artist fetcher 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:37 +08:00
imacatandClaude Opus 5 1c78f4a918 Capture the command output in the parent-directory export test 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:37 +08:00
imacatandClaude Opus 5 71f9c713f0 Merge the two identical chart-position formatters of the CSV exporter 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:37 +08:00
imacatandClaude Opus 5 95b843f76e Unify the export-llm-input and run-llm summary lines with build-db 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:37 +08:00
imacatandClaude Opus 5 76d5df3a87 Close the HTTP error fixtures when the test ends 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:37 +08:00
imacatandClaude Opus 5 a21e407e2f Run the tests on an in-memory store and dispose the engine afterwards 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:36 +08:00
imacatandClaude Opus 5 7a5176b8b3 Trim the build-db summary to songs, artists, codings and elapsed time 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:36 +08:00
imacatandClaude Opus 5 045086f9ca Import the settled coding into the working store 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:36 +08:00
imacatandClaude Opus 5 87352a2530 Settle the coding of the 883 songs against the 101 keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:36 +08:00
imacatandClaude Opus 5 bfb5208133 Repair the coding output with a reviewed correction table 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:35 +08:00
imacatandClaude Opus 5 5018f12cd1 Record how far the coding output departs from its stated contract 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:35 +08:00
imacatandClaude Opus 5 10fccca108 Add the tally-codings subcommand for the majority vote 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:35 +08:00
imacatandClaude Opus 5 4dd82867fa Archive the third coding run 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:34 +08:00
imacatandClaude Opus 5 8c06406b3a Settle the coding by a majority of three runs instead of an arbitration 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:34 +08:00
imacatandClaude Opus 5 3a2419f43a Import each command module only when its subcommand runs 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:34 +08:00
imacatandClaude Opus 5 8299906b51 Restructure cluster-keywords into builders and result records 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:34 +08:00
imacatandClaude Opus 5 adbd9c1a24 Archive the arbitration pass over the coding disagreements 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:34 +08:00
imacatandClaude Opus 5 94971eb07d Quote one line per kept keyword in the arbitration 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:33 +08:00
imacatandClaude Opus 5 85db4dac12 Build the arbitration input with a per-ID extras merge 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:33 +08:00
imacatandClaude Opus 5 c2ffa9d247 Add the compare-codings subcommand for the arbitration handoff 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:33 +08:00
imacatandClaude Opus 5 c997cc8d74 Drop the source-provenance artifact from cluster-keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:33 +08:00
imacatandClaude Opus 5 c1e099901d Rename the arbitration definition file to 03-02-arbitration 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:32 +08:00
imacatandClaude Opus 5 787ca10f29 Archive the second coding pass against the 101 keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:32 +08:00
imacatandClaude Opus 5 1db46039fe Archive the first coding pass against the 101 keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:32 +08:00
imacatandClaude Opus 5 d4c313734a Keep the medoid group names after testing LLM naming 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:32 +08:00
imacatandClaude Opus 5 fbb80180af Report the clustering result in a sentence 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:32 +08:00
imacatandClaude Opus 5 def2affa95 Rebuild the coding keywords with 100 groups 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:31 +08:00
imacatandClaude Opus 5 c5ad09524b Record the clustering invocation in a meta file 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:31 +08:00
imacatandClaude Opus 5 5b376e001d Raise the clustering to 100 groups 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:31 +08:00
imacatandClaude Opus 5 59f62cd4d4 Quote one line per assigned keyword 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:31 +08:00
imacatandClaude Opus 5 864735352a Take the extra coding keywords from the command line 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:30 +08:00
imacatandClaude Opus 5 1c4d5c5ed7 Merge the keyword pooling into cluster-keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:30 +08:00
imacatandClaude Opus 5 066ae15800 Separate the clustered keyword list from the keywords to merge 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:30 +08:00
imacatandClaude Opus 5 bf2b4970fd Pass the coding keywords as input instead of baking them into the prompt 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:29 +08:00
imacatandClaude Opus 5 896ee09b21 Archive the clustered coding vocabulary 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:29 +08:00
imacatandClaude Opus 5 a14e2a878a Add the cluster-keywords subcommand for the coding vocabulary 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:29 +08:00
imacatandClaude Opus 5 b0a79af1a8 Archive the pooled keywords of the two tagging runs 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:29 +08:00
imacatandClaude Opus 5 0b995e5a51 Add the pool-keywords subcommand for the tagging runs' keywords 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:28 +08:00
imacatandClaude Opus 5 4eb278164b Rebuild the vocabulary step on embeddings and drop the screen track 
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-08-17 22:38:28 +08:00
imacatandClaude Fable 5 d9014cf1f3 Report the elapsed time when run-llm finishes 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:28 +08:00
imacatandClaude Fable 5 4a0a4ceead Archive the tag run2 execution 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:27 +08:00
imacatandClaude Fable 5 2e5ecaaad0 Archive the tag run1 execution and add the run-cost ledger 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:27 +08:00
imacatandClaude Fable 5 e858f7a38f Require valid JSON with escaped quotes in the definition files 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:27 +08:00
imacatandClaude Fable 5 5050b16812 Forbid Markdown code fences in the definition-file outputs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:27 +08:00
imacatandClaude Fable 5 93b8afc547 Record the song-775 refusal ablation and rule it unanalyzable 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:27 +08:00
imacatandClaude Fable 5 cba73a6ace Add watermark normalization to fetch-lyrics 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 bc98fdf171 Changed the natural-coding definition files to single-pass convergence 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 9ef84cfe54 Add the natural-coding definition files and the convergence algorithms 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 09a8381519 Settle women-power as the a-priori screen label term 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 cf80a6f51e Reduce run-llm to a pure batch executor 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 0b77310d86 Record the natural-coding pipeline design in the project documents 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 5092e04d34 Gather the CLI command modules into a commands sub-package 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 376916fb8c Add the export-llm-input subcommand for the lyrics-only LLM input 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 ce8a217e94 Regenerate the artists report with the Wikidata snapshot applied 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:26 +08:00
imacatandClaude Fable 5 14cc80e662 Rename the Markdown documents to dash-connected names 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-17 22:38:20 +08:00
imacatandClaude Fable 5 21c5ae5481 Drop the engine preparation from build-db 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 383670ab2b Move the invariant checks into the importers and drop find_violations 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 c59a023095 Package the capture-layer application into a CaptureImporter class 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 10dc4cb693 Repackage the build-db import steps into job classes 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 449675e7a2 Capture the song lyrics from the pilot study and the public APIs 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:36 +08:00
imacatandClaude Fable 5 a7806c0c9d Align the fetch-lyrics summary with fetch-artists via shared utils 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:34:26 +08:00
imacatandClaude Fable 5 105664e93b Remove the missing-lyrics report from fetch-lyrics 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 1220c21807 Fall back to the original artist credit when fetching lyrics 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:15:49 +08:00
imacatandClaude Fable 5 86914de850 Remove the retired artist overrides layer and the mixed artist type 
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
 2026-08-04 15:15:49 +08:00
imacat 8463cfc906 Keep the artist snapshot sorted by name 2026-08-04 15:15:49 +08:00