Saved recipes: LLM style auto-classifier for tag suggestions (Paid / BYOK) #27

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opened 2026-04-07 21:53:51 -07:00 by pyr0ball · 0 comments

pyr0ball commented

2026-04-07 21:53:51 -07:00

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Summary

Paid + BYOK-unlockable extension of #24 (core saved recipes). When a user saves a recipe, they can request LLM (large language model)-powered style tag suggestions. The LLM reads the recipe title, ingredients, and directions and suggests 3–5 tags from a curated vocabulary.

Depends on: #24

Behavior

User clicks "Get tag suggestions" in SaveRecipeModal.vue
Frontend calls POST /recipes/saved/{recipe_id}/classify-style
Backend passes recipe content to LLMRouter with a prompt requesting tags from a suggested vocabulary:
- Flavor: comforting, light, spicy, umami, sweet, savory, rich
- Texture: crispy, creamy, hearty
- Effort: quick, hands-off, meal-prep-friendly, fancy, one-pot
LLM returns suggested tags
User reviews and accepts/edits before tags are applied — LLM output is always a draft

Tier Gate

can_use("style_classifier", tier, has_byok) — Paid or BYOK.

VRAM Budget

2.0 GB. Register as service "kiwi_style_classify" with cf-orch coordinator. Same profile as expiry_llm_fallback.

API

POST /recipes/saved/{recipe_id}/classify-style — returns {suggested_tags: ["comforting", "hands-off", ...]}

Tier Gate in tiers.py

Add feature key: style_classifier

Spec

circuitforge-plans/kiwi/superpowers/specs/2026-04-07-saved-recipes-browser-design.md section 3.5

## Summary Paid + BYOK-unlockable extension of #24 (core saved recipes). When a user saves a recipe, they can request LLM (large language model)-powered style tag suggestions. The LLM reads the recipe title, ingredients, and directions and suggests 3–5 tags from a curated vocabulary. **Depends on:** #24 ## Behavior 1. User clicks "Get tag suggestions" in `SaveRecipeModal.vue` 2. Frontend calls `POST /recipes/saved/{recipe_id}/classify-style` 3. Backend passes recipe content to LLMRouter with a prompt requesting tags from a suggested vocabulary: - Flavor: comforting, light, spicy, umami, sweet, savory, rich - Texture: crispy, creamy, hearty - Effort: quick, hands-off, meal-prep-friendly, fancy, one-pot 4. LLM returns suggested tags 5. User reviews and accepts/edits before tags are applied — LLM output is always a draft ## Tier Gate `can_use("style_classifier", tier, has_byok)` — Paid or BYOK. ## VRAM Budget 2.0 GB. Register as service `"kiwi_style_classify"` with cf-orch coordinator. Same profile as `expiry_llm_fallback`. ## API `POST /recipes/saved/{recipe_id}/classify-style` — returns `{suggested_tags: ["comforting", "hands-off", ...]}` ## Tier Gate in tiers.py Add feature key: `style_classifier` ## Spec `circuitforge-plans/kiwi/superpowers/specs/2026-04-07-saved-recipes-browser-design.md` section 3.5