ContextWeave
  1. Auth + Entitlement
    • Supabase JWT → uid.
    • RevenueCat: if starter and usage_today ≥ 10 → 429.
  2. Retrieve profile summary
    • Redis hit → use immediately.
    • Miss → query Supabase documentation via pgvector.
  3. Similarity filter
    • sql select *, 1 - (embedding <=> :ctx_emb) as score where score > 0.78 order by score desc limit 15;
  4. Live Q&A sweep
    • StackOverflow top 5 (votes ≥ 5, last 2 yrs).
    • GitHub issues closed < 90 d with bug label.
  5. Compose prompt
    • LangChain PromptTemplate 
      {profile_summary}

### Additional context
{so_snippets}
{gh_snippets}

### User request
{user_context}

**Return**:
1. Installation
2. Example code
3. Common pitfalls
4. Citations
  6. LLM answer
    • Model = MODEL_ANSWER (DeepSeek).
    • Stream tokens to client.
    • Compute token diff (raw_docs_size - answer_tokens).