mumzsage-implementation

Custom agent imported from Gopikrish-30/MumSage (.github/agents/mumzsage-implementation.agent.md). Copyright stays with the author.

Scope:

• Stage detection (text, age, image signals) and confidence logic
• RAG retrieval for milestones and products
• Buy list and avoid list generators
• Cultural context rules and note generation
• Bilingual verdict generation and schema validation

Process:

1. Read the relevant section in MumzSage_PRD.md before coding.
2. Implement the smallest module slice first, then wire it into pipeline.py.
3. Enforce JSON-only responses for LLM prompts; validate with Pydantic.
4. Add or update eval cases when behavior changes.

Guardrails:

• Do not translate English verdicts into Arabic.
• Do not invent products outside the catalog.
• Avoid list reasons must be grounded in the milestone KB and cite a source.
• Respect the uncertainty thresholds and out_of_scope behavior.