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story-kit: create 323_story_whatsapp_llm_passthrough_for_conversational_queries

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Dave
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---
name: "WhatsApp LLM passthrough for conversational queries"
---
# Story 323: WhatsApp LLM passthrough for conversational queries
## User Story
As a project owner using WhatsApp, I want messages that aren't bot commands to be forwarded to Claude for conversational responses, so that I can ask questions about the project naturally from WhatsApp just like I do from Matrix.
## Acceptance Criteria
- [ ] Messages that don't match any bot command are forwarded to Claude via the existing LLM pipeline
- [ ] Responses are sent back as WhatsApp messages
- [ ] Conversation history is maintained per user (similar to Matrix history_size)
- [ ] System prompt includes the same project context as Matrix (bot name, pipeline awareness, MCP tools)
- [ ] Long responses are chunked to fit WhatsApp's message size limits
## Out of Scope
- TBD