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docs: update HANDOFF for 2026-05-12 session

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Spoonacular enrichment, LLM matcher, plural normalization, email confirmed polished.

Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>
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admin
2026-05-12 11:43:34 -07:00
co-authored by Claude Sonnet 4.6
parent b52276056c
commit e618b2bd5a
1 changed files with 11 additions and 11 deletions
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docs/HANDOFF.md
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You are taking over a project in mid-flight. Read `docs/ORIENTATION.md` first for the high-level. This file is the deep dive: what's real, what's stubbed, where the bodies are buried, and what to do next.
**Date of handoff: 2026-05-10. Last commits before handoff:**
**Date of handoff: 2026-05-12. Last commits before handoff:**
```
b522760 fix: cast qty/unit to str before html.escape in vote email shopping preview
dbc26bc feat: LLM-powered second-pass ingredient matcher + matcher improvements
b03e7f8 feat: Spoonacular recipe enrichment — images + descriptions for 25/30 recipes
a98f0dc docs: update HANDOFF.md for 2026-05-10 session
2373883 fix: exact-name fast path in matcher + save priceless produce in scraper
d7a3f5c fix: matcher exclusion words + precision floor for clean grocery matching
ac2b575 fix: rewrite matcher as ingredient-centric with precision×recall scoring
aeed2a4 feat: add cooking instructions to vote email; shopping list grouped by meal
59a15a2 fix: nginx DNS resolver, port 8081, seed script with real family data
```
---
## TL;DR
The system is **fully operational end-to-end** on the Woolery family's home network. All six orchestration steps run cleanly (scrape → generate → email → reminder → deadline → finalize). Vote emails reach real inboxes with ingredient lists and collapsible cooking steps. Shopping list emails group ingredients by meal with accurate Lucky CA prices.
The system is **fully operational end-to-end** on the Woolery family's home network. Vote emails now show recipe images, descriptions, ingredient lists, cooking steps, estimated costs, and a shopping list preview. Peter confirmed the email looks polished; Julia's feedback pending.
The ingredient↔grocery matcher was completely rewritten in this session and is now ingredient-centric with precision×recall scoring, a category exclusion word list, and an exact-name fast path. Match accuracy went from ~25% correct to ~90%+ correct.
**Match accuracy:** 10,140 AUTO + 3 AUTO_LLM matches. 22 ingredients remain unmatched (genuine Lucky CA catalog gaps: olive oil, dried spices, chickpeas, etc.).
The **two approved next tasks** are:
1. **Spoonacular enrichment** — recipe images + descriptions for all 107 recipes
2. **Ollama LLM matcher** — for a second pass on ingredients Lucky CA doesn't carry in the weekly ad (e.g. Olive Oil, Corn Tortillas)
**Next tasks:**
1. **Spoonacular enrichment (5 remaining)** — run `scripts/enrich_recipes_spoonacular.py` again; 5 recipes still need images (daily quota was hit on 2026-05-11)
2. **Phase 8 Feedback UI** — `feedback` table exists; no UI reads/writes it yet
---
@@ -294,4 +294,4 @@ docs/superpowers/plans/
Trust the tests. Trust the live runs. Don't trust prose claims that something is "complete" without running the verification gate yourself.
**Last updated: 2026-05-10** — Matcher rewritten, vote email enriched with cooking steps, shopping list grouped by meal, scraper saves priceless produce, Woolery family live on wt0. Next pickup: Spoonacular enrichment + Ollama LLM matcher.
**Last updated: 2026-05-12** — Spoonacular enrichment (102/107 recipes), LLM matcher built (Ollama Cloud kimi-k2.6), AUTO matcher improved (plural normalization, precision floor 0.45→0.30), vote email confirmed polished by Peter. Next: run Spoonacular script again for 5 remaining recipes; Phase 8 Feedback UI.