Ace-Proposal-Respond

Respond to client proposals by converting materials to memory, creating a response strategy, and answering questions in small batches. Uses ace-context-to-memory for RAG. Same iterate-on-strategy pattern as ace-shaping.

When to Apply

• User wants to respond to an RFP, Q&A, or proposal requirements
• Creating a response plan from proposal documents
• Answering client questions using memory (RAG)
• Iterating on strategy with corrections (DO/DO NOT)

Dependency: ace-context-to-memory

Run index_memory.py --path <proposal_source> before answering questions. Use search_memory.py "<query>" when drafting answers.

Process