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Update file permissions and add documentation for LLM integration
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# Product Context
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Last Updated: 2024-12-27
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## Why we're building this
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- To create an engaging Discord bot that learns from and interacts with server conversations
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- To provide natural, contextually relevant responses using both Markov chains and LLM capabilities
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- To maintain conversation history and generate responses that feel authentic to each server's culture
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## Core user problems/solutions
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Problems:
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- Current Markov responses can be incoherent or lack context
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- No semantic understanding of conversation context
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- Limited ability to generate coherent long-form responses
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Solutions:
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- Integrate LLM to enhance response quality while maintaining server-specific voice
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- Use existing message database for both Markov and LLM training
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- Combine Markov's randomness with LLM's coherence
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## Key workflows
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1. Message Collection
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- Listen to channels
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- Store messages in SQLite
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- Track message context and metadata
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2. Response Generation
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- Current: Markov chain generation
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- Proposed: Hybrid Markov-LLM generation
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- Context-aware responses
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3. Training
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- Batch processing of channel history
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- JSON import support
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- Continuous learning from new messages
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## Product direction and priorities
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1. Short term
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- Implement LLM integration for response generation
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- Maintain existing Markov functionality as fallback
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- Add context window for more relevant responses
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2. Medium term
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- Fine-tune LLM on server-specific data
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- Implement response quality metrics
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- Add conversation memory
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3. Long term
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- Advanced context understanding
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- Personality adaptation per server
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- Multi-modal response capabilities
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