imacat and Claude Fable 5
6e5dc411c8
Record the blind semantic code grouping in the decision log
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-14 20:41:17 +08:00
imacat and Claude Fable 5
c3b375e55c
Record the full k-value comparison table in the decision log
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-14 20:41:17 +08:00
imacat and Claude Opus 5
b18389f06d
Derive the performing group genders from their Wikidata members
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:17 +08:00
imacat and Claude Opus 5
547a068e7b
Derive the song performer gender and identify Pinkfong as Hope Segoine
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
3a5271a4d3
Drop the redundant HTTP error class from the retry catch
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
2e192c481a
Pin the parenthesized members pattern to a single split point
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
0ac8bd4e39
Make the module-level helpers private instead of protected
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
3f12dc2f62
Extract the protected name restoration out of the credit parser
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
36f0092e2d
Classify the transient request errors in one place
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
10f1e092f7
Extract the record content builder out of the export line builder
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
c65d8cff8d
Stop binding the unread role in the parsed credit check
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
ad3fc21776
Remove the unused skipped counter of the artist fetcher
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
a656356c7d
Capture the command output in the parent-directory export test
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:16 +08:00
imacat and Claude Opus 5
4e85ed63be
Merge the two identical chart-position formatters of the CSV exporter
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
f788acf30c
Unify the export-llm-input and run-llm summary lines with build-db
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
e6c7ec60c8
Close the HTTP error fixtures when the test ends
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
228598fe8b
Run the tests on an in-memory store and dispose the engine afterwards
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
1da2e6dfdc
Trim the build-db summary to songs, artists, codings and elapsed time
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
c1cd74ea7c
Import the settled coding into the working store
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
df5fecd001
Settle the coding of the 883 songs against the 101 keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
186d2fdea3
Repair the coding output with a reviewed correction table
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
bb25a9d3ad
Record how far the coding output departs from its stated contract
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
0eaf8ebb9b
Add the tally-codings subcommand for the majority vote
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:15 +08:00
imacat and Claude Opus 5
067aedcae2
Archive the third coding run
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-14 20:41:05 +08:00
imacat and Claude Opus 5
d5a6bb7102
Settle the coding by a majority of three runs instead of an arbitration
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 18:14:52 +08:00
imacat and Claude Opus 5
b792f61806
Import each command module only when its subcommand runs
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 14:45:36 +08:00
imacat and Claude Opus 5
c2ae17453a
Restructure cluster-keywords into builders and result records
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 14:40:37 +08:00
imacat and Claude Opus 5
a88302fdc2
Archive the arbitration pass over the coding disagreements
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 13:12:25 +08:00
imacat and Claude Opus 5
930d1cec3e
Quote one line per kept keyword in the arbitration
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 13:11:43 +08:00
imacat and Claude Opus 5
a230bfe0c9
Build the arbitration input with a per-ID extras merge
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 09:22:48 +08:00
imacat and Claude Opus 5
b7b35f7b68
Add the compare-codings subcommand for the arbitration handoff
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 09:06:23 +08:00
imacat and Claude Opus 5
309113692b
Drop the source-provenance artifact from cluster-keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 08:40:11 +08:00
imacat and Claude Opus 5
a0687a4793
Rename the arbitration definition file to 03-02-arbitration
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 07:49:23 +08:00
imacat and Claude Opus 5
9043fd85f2
Archive the second coding pass against the 101 keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 07:38:34 +08:00
imacat and Claude Opus 5
0a273dd81a
Archive the first coding pass against the 101 keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 07:37:59 +08:00
imacat and Claude Opus 5
8af2410e90
Keep the medoid group names after testing LLM naming
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 07:05:48 +08:00
imacat and Claude Opus 5
3f3deb3417
Report the clustering result in a sentence
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 07:04:03 +08:00
imacat and Claude Opus 5
aff654081e
Rebuild the coding keywords with 100 groups
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 06:39:33 +08:00
imacat and Claude Opus 5
33a9da6009
Record the clustering invocation in a meta file
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 06:18:09 +08:00
imacat and Claude Opus 5
6e95e49875
Raise the clustering to 100 groups
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 05:55:11 +08:00
imacat and Claude Opus 5
e6ca05b837
Quote one line per assigned keyword
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-06 05:54:52 +08:00
imacat and Claude Opus 5
5bde8ac534
Take the extra coding keywords from the command line
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 21:06:09 +08:00
imacat and Claude Opus 5
9d37b0ba21
Merge the keyword pooling into cluster-keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 20:55:22 +08:00
imacat and Claude Opus 5
6d141b537a
Separate the clustered keyword list from the keywords to merge
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 20:22:15 +08:00
imacat and Claude Opus 5
6d33ceb7e7
Pass the coding keywords as input instead of baking them into the prompt
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 20:13:19 +08:00
imacat and Claude Opus 5
c3b4f927c2
Archive the clustered coding vocabulary
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 19:45:02 +08:00
imacat and Claude Opus 5
f495e7882d
Add the cluster-keywords subcommand for the coding vocabulary
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 19:36:58 +08:00
imacat and Claude Opus 5
edfd8d57ba
Archive the pooled keywords of the two tagging runs
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 18:00:19 +08:00
imacat and Claude Opus 5
112a566361
Add the pool-keywords subcommand for the tagging runs' keywords
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 17:56:11 +08:00
imacat and Claude Opus 5
0850b13417
Rebuild the vocabulary step on embeddings and drop the screen track
...
Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-05 17:19:56 +08:00
imacat and Claude Fable 5
e70c2e6968
Report the elapsed time when run-llm finishes
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 15:10:03 +08:00
imacat and Claude Fable 5
0dfbbe9ea4
Archive the tag run2 execution
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:47:00 +08:00
imacat and Claude Fable 5
a07256d4ac
Archive the tag run1 execution and add the run-cost ledger
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:47:00 +08:00
imacat and Claude Fable 5
38b4660649
Require valid JSON with escaped quotes in the definition files
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:47:00 +08:00
imacat and Claude Fable 5
1732431e06
Forbid Markdown code fences in the definition-file outputs
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:47:00 +08:00
imacat and Claude Fable 5
3c154bbbd1
Record the song-775 refusal ablation and rule it unanalyzable
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:46:59 +08:00
imacat and Claude Fable 5
c8d541aadc
Add watermark normalization to fetch-lyrics
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:46:59 +08:00
imacat and Claude Fable 5
a562917460
Changed the natural-coding definition files to single-pass convergence
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-05 14:46:38 +08:00
imacat and Claude Fable 5
680d8bfe50
Add the natural-coding definition files and the convergence algorithms
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 22:41:42 +08:00
imacat and Claude Fable 5
aa65f6a3b3
Settle women-power as the a-priori screen label term
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 22:41:42 +08:00
imacat and Claude Fable 5
d155d1ba21
Reduce run-llm to a pure batch executor
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 19:31:24 +08:00
imacat and Claude Fable 5
5e509ffcad
Record the natural-coding pipeline design in the project documents
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 17:22:52 +08:00
imacat and Claude Fable 5
4eb9f50238
Gather the CLI command modules into a commands sub-package
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:34:50 +08:00
imacat and Claude Fable 5
814bfa8910
Add the export-llm-input subcommand for the lyrics-only LLM input
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:34:36 +08:00
imacat and Claude Fable 5
179de0ccd7
Regenerate the artists report with the Wikidata snapshot applied
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:34:36 +08:00
imacat and Claude Fable 5
edb582daf9
Rename the Markdown documents to dash-connected names
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:34:36 +08:00
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat and Claude 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
imacat
ef4112c61e
Show resolved count and elapsed time in the fetch-artists summary
2026-08-04 15:15:49 +08:00
imacat
1eaebeb5fb
Resolve artists on Wikidata via exact-match SPARQL with song corroboration
2026-08-04 15:15:49 +08:00
imacat
6fc4b7db17
Restore official artist name spellings in the canonical table
2026-08-04 15:15:49 +08:00
imacat
c94b6f2589
Record the complete-Wikidata-then-capture workflow decision
2026-08-04 15:15:49 +08:00
imacat
b3ac12c88d
Export human-readable songs and artists reports to the derived data layer
2026-08-04 15:15:49 +08:00
imacat
5b2c192827
Split artist credits with documented exceptions and normalize artist names
2026-08-04 15:15:49 +08:00
imacat
991ab5d93a
Merge same-song chart rows via a canonical artist credit table
2026-08-04 15:15:49 +08:00
imacat
78cf5e6ce0
Store the source chart CSV with its original CRLF line endings
2026-08-04 15:15:49 +08:00
imacat
aa78a54d12
Align the source chart CSV with the archived Billboard year-end charts
2026-08-04 15:15:49 +08:00
imacat and Claude Fable 5
3d472d5c15
Reorganize data/ into source, captures, and manual layers
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:15:49 +08:00
imacat and Claude Fable 5
2f048dee36
Make every subcommand input an explicit CLI argument or option
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:13:31 +08:00
imacat and Claude Fable 5
a3062e848c
Refactor internal data passing to dataclasses and enums, and remove unneeded defensive code
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:13:31 +08:00
imacat and Claude Fable 5
1b2d46cb42
Add the data layer with the build-db, fetch-lyrics, and fetch-artists subcommands
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 15:12:22 +08:00
imacat and Claude Fable 5
f2ccca60b5
Use the unified pydantic-settings configuration in run_llm
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 14:03:37 +08:00
imacat and Claude Fable 5
db7b5f6679
Record the data storage architecture and phase-1 plan in the project documents
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 14:03:37 +08:00
imacat and Claude Fable 5
98b665537f
Add the tools sub-project with the run_llm batch runner
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-08-04 14:03:28 +08:00
imacat and Claude Fable 5
9a089f6c6b
Initialize project structure, workflow rules, and research plan
...
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com >
2026-07-30 18:51:10 +08:00