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fix(inference): #86 tighten Call 1 prompt and closed lists

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Ship locked expert Call 1 seed: order cats before edge, species=best
confidence, mill-count edge rules, Wild for cookies/burl, multi figure,
feature_tag_ids only (no free-text bags, no grade). LISTS keys match the
seed; feat- prefix stripped for the model. Gate and review UI apply
feature_tag_ids. Seed auto-activates on deploy when still seed-authored.
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Ty
2026-09-20 22:54:36 -07:00
parent 81be17d5cd
commit 7287a55707
8 changed files with 300 additions and 75 deletions
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docs/REQUIREMENTS.md
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@@ -62,9 +62,9 @@ The listing is built in two inference calls, both optional. Call 1 (vision) read
| METADATA-20 | Missing attributes or terms are skipped, never created. | M3 | — |
| METADATA-25 | Species, character, length, and free-text thickness are not product attributes. | M3 | — |
| METADATA-30 | Product tags come from the synced Woo set and are all optional; no hardcoded prefixes, and the bare fig tag is kept. | M3 | — |
| METADATA-100 | Call 1 free-text observations (character, inclusions, voids, checks) are mapped to existing synced feat-* tags only; WooCommerce is the authority for feat-* definitions. | M3 | — |
| METADATA-100 | Call 1 returns feature suggestions as feature_tag_ids chosen only from the synced feat-* tag set (display names without the feat- prefix); WooCommerce is the authority for those tags. No free-text observation bags. | M3 | backend/tests/test_inference.py |
| METADATA-35 | Call 1 runs only when inference is enabled, automatically after a calibrated draft uploads or on demand, and sends the clean processed photos at 1024 px long edge or less plus user metadata and the synced taxonomy. | M3 | backend/tests/test_inference.py |
| METADATA-40 | Call 1 returns species, wood categories, edge, figure, and feature-tag suggestions constrained to the synced lists, each with confidence. Grade is not suggested by Call 1 (owner judgment). | M3 | — |
| METADATA-40 | Call 1 returns species, wood categories, edge, figure (multi), and feature-tag id suggestions constrained to the synced LISTS, each with confidence. Grade is not suggested by Call 1 (owner judgment). Wood category is decided before edge; cookies/burl prefer Wild edge when present. | M3 | backend/tests/test_inference.py |
| METADATA-45 | Call 1 confidence at or above the threshold (default 0.7) pre-fills review fields; below it the field stays empty for the owner to fill by hand or re-run Call 1; suggestions are always editable. | M3 | — |
| METADATA-50 | Typed values always win over inferred values. | M3 | — |
| METADATA-85 | The primary wood category selects the Call 2 prompt and the title and short-description patterns. | M3 | — |