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docs: document unit conversion implementation

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- Update implementation-plan.md: mark unit conversion complete
- Update HANDOFF.md: add session notes for 2026-05-24 unit conversion
- Update README.md: list Unit Conversion as a feature
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2026-05-24 15:34:16 -07:00
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@@ -178,9 +178,12 @@ Self-hosted meal planning system that integrates with Lucky California grocery s
- [ ] Support pasting recipe URL for future scraping
### 5.3 Ingredient Mapping
- [ ] Create ingredient matching service
- [ ] Map recipe ingredients to `ingredient` table entries
- [ ] Handle unit conversions (cups → oz, etc.)
- [x] Create ingredient matching service
- [x] Map recipe ingredients to `ingredient` table entries
- [x] Handle unit conversions (cups → oz, lb → g, etc.)
- Implemented in `app/utils/units.py`: normalization, within-family (weight/volume/count), cross-family via density tables for ~30 canonical ingredients, fallback to dimensionless
- Integrated into `planner/cost.py` for accurate cost calculation
- Orchestrator email and shopping list use converted quantities
**Verify**: Can add a recipe manually and retrieve it via API