soap-lab / trace.md
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# Soap Lab β€” Agent Trace
## Example: Agentic Recipe Optimiser
**Input:** "300g coconut oil, 400g olive oil β€” optimise this recipe for me"
**Step 1 β€” Parse:** coconut oil: 300g, olive oil: 400g
**Step 2 β€” Score:**
- Cleansing: 27.9 (HIGH β€” target 12-22)
- INS: 103.5 (LOW β€” target 136-165)
**Step 3 β€” Iteration 1:**
- Cleansing too high β†’ transfer 35g coconut β†’ olive
- Recipe: coconut 265g, olive 435g
**Step 4 β€” Rescore:**
- Cleansing: 24.6 (still high, improved)
- INS: 97.6 (still low)
**Step 5 β€” AI Explanation:**
- Model: Qwen/Qwen2.5-3B-Instruct via Featherless AI
- Explains changes in plain English to user
## Architecture
- Chemistry engine: deterministic Python (no AI)
- AI layer: explanation only, never calculates
- Model: Qwen2.5-3B-Instruct (Tiny Titan eligible)