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Author SHA1 Message Date
imacat 04951fce05 Update README.md 2026-08-18 23:43:26 +08:00
imacatandClaude Opus 5 8a36bace1d 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 412f3665f0 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 5fb0a3984b 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 2a592bd9f6 License the project under CC BY 4.0 2026-08-18 23:37:04 +08:00
imacatandClaude Fable 5 4161a0753f 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 179321a3c4 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 33c8747ca6 Finalize camera-ready version of conference paper 2026-08-18 22:37:32 +08:00
imacatandClaude Fable 5 abc184de28 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 52d74f4edc 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 10a1b19f14 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 66cb06b633 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 25512d5a15 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 48bcdbd808 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 8ead525973 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 f8ec423aba 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 d4a9b39555 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 519336236b 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 90d692f4e6 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 744b04f697 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 9e4d7a611e 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 fbe1a39773 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 b3bc7e5b82 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 c0cf934bee 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 dd8fa1c3f7 Add conference paper first draft. 2026-08-17 22:38:40 +08:00
imacatandClaude Fable 5 89b5df9529 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 2d3161a2f2 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 02fcfd4b78 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 0158714d7f 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 76427d63a8 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 bb83b75196 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 c383da35ac 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 dbb6bc518e 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 dca83a7e93 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 82929d4e31 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 dcf18f589d 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 d0146cecd9 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 0f88376b50 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 5d4a29800c 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 cc88d2e3d6 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 74d72cd15e 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 147e838b91 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 bf3d663d39 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 cd233319fa 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 e7af4176cb 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 d4fe3b868b 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 048a947625 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 c5c000b604 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 4a073713b0 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 d9d79295e6 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 28c02852fc 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 5ffb268884 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 4722554ccb 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 6297540f60 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 fd1400b749 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 975571391d 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 fdcd73699f 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 ebfdc0671d 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 69f3785495 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 b0a83f3fcd 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 91d3cba729 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 512aaf90fd 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 4878698bd2 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 50a0631454 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 d2cf1a8950 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 bbc1849cd2 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 b1a9e0d816 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 5c40033132 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 52405591c9 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 e49feabe94 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 950aeb3692 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 733dada424 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 d036e7fefa 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 4b47281a7c 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 76472a198a 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 faeb0a523a 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 6f08287cab 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 48f82d41af 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 5630a3cacd 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 f4854d5a2e 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 8b739d8af1 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 140c4d6ac2 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 e32b3126b4 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 7f6dffdc34 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 692c49c061 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 5c0004dfe3 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 07e81f5498 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 f96452aee4 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 314b18214e 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 30712e2f73 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 3e627b00c0 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 b782a39a7e 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 4cd6686677 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 27b5818f56 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 5dfe98d57a 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 37b000d92f 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 6d7153e48c 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 2af5458e6b 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 adef28097b 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 5609a05111 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