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Design sketch for an SMS/iMessage group-chat AI assistant — planned FastAPI + Twilio architecture (not yet implemented)

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ClarityAI

Status: early design sketch — not yet implemented. This repository currently contains the intended module layout and design notes. There is no working code here yet. See Roadmap for what's planned.

An AI assistant that lives directly inside an SMS/iMessage group chat. The idea: rather than making people leave the conversation to look something up or settle a disagreement, the bot participates in the thread — answering questions, summarizing what was decided, and helping the group converge when planning something.

Planned architecture

Module Responsibility
src/main.py FastAPI endpoints; inbound webhook handling from the SMS provider (Twilio)
src/agent.py Prompt construction and LLM response generation
src/memory.py Short-term conversation buffer, plus longer-term recall across threads
src/models.py Database schema for messages, threads, and participants

Intended stack: Python, FastAPI, Twilio (SMS/iMessage gateway), an LLM API for generation, and a persistence layer for conversation memory.

Design notes

The interesting problems in a group-chat agent aren't the LLM call — they're around it:

  • When to speak. A bot in a group thread that replies to everything is unusable. It needs to decide whether a given message is addressed to it or warrants interjection.
  • Context windowing. Group chats are long-running and multi-participant. Short-term buffer plus retrieval over older history, rather than replaying the whole thread.
  • Speaker attribution. Responses have to track who said what to be useful for summarizing decisions or resolving a dispute about what was agreed.

Roadmap

  • Twilio webhook receiver and message ingestion
  • Conversation store and schema
  • Short-term buffer with retrieval over history
  • Addressed-to-bot detection
  • LLM response generation
  • Thread summarization

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Nothing to run yet.

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Design sketch for an SMS/iMessage group-chat AI assistant — planned FastAPI + Twilio architecture (not yet implemented)

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