Reorganize .smallclaw/databases/ around a single entry point with
subcommands (add-terms / add-images / verify / reassign / stats),
absorb pmc_reassign.py into reassign, and route every image source
through inline vision-model verification before commit.
Layout
config.py paths, endpoints, API-key locations (no more
hard-coded absolute paths in source files)
manage.py argparse dispatcher
workflow_terms.py seed-JSON import (JSONC supported, dedupes on
korean/english)
workflow_images.py renamed from dental_image_workflow.py; main()
converted to run(verify=True, ...)
workflow_verify.py validate_image() / verify_db() + verify_updates()
gate used by every add-images source
seeds/ recovered seed_all.json, seed_periodontics.json
scratch/ ad-hoc work area replacing the /tmp habit
(only README.md is tracked)
docs/howto.md moved + expanded
docs/archive_image_rounds/ one-off round scripts + their results
docs/archive_validation/ model-comparison + validation history
Verification
- VERIFY_MODEL defaults to qwen3.5:397b-cloud (50-image test on
procedure-heavy sample: 9.8s/img avg, zero timeouts, Kimi-level
rigor — see archive_validation/).
- Prompt strengthened: in-image text/captions are not valid grounds
for "적합"; technique terms require visible procedure steps, not
generic device/anatomy photos.
- All 9 add-images sources gated through verify_updates() before
commit; --no-verify escape hatch for bulk runs.
.gitignore: API key files, dental_images/, __pycache__/, scratch/*
(README.md kept).
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
kimandClaude Opus 4.7
e11ddd7f3e