Harden Gemini structured-decoding contract and write_memory semantics

Switch to Gemini 3.x latest aliases; grounded WebSearch; lab results in UI

Phase 1: Pydantic schemas + Gemini response_schema (constrained decoding)

Phase 0: Foundations cleanup and test scaffold

Initial commit: existing Nutrition MAS prototype