Technical Architecture

📈 Components

1. Solana Data Layer

  • Source: Pulls real-time wallet activity and trade history from Solana blockchain.

  • Data Types:

    • Wallet balances

    • Trade events (swaps, adds, removes)

  • Purpose: Serve as the raw material for journaling and pattern analysis.

2. Context Engine

  • Preprocessing:

    • Cleans and normalizes incoming Solana data (timestamps, token metadata, trade direction, volumes).

  • Context Assembly:

    • Bundles raw trade data into structured units called SCoBs (Structured Context Blocks).

    • Examples: Trade clusters by day, PnL aggregation, liquidity conditions at time of entry/exit.

  • Aggregation:

    • Summarizes historical data across multiple trades or time periods.

  • Journaling Logic:

    • Assigns metadata like strategy tags ("scalp", "momentum", "breakout") automatically based on trade patterns.

✅ Result: Creates clean, minimal, AI-readable context for each user trade session.

3. AI Models

  • Large Language Models (LLMs):

    • Fine-tuned prompts using trade context for summarization, pattern recognition, and user Q&A.

  • Pattern Recognition:

    • Machine learning layers (optional) for clustering similar successful setups.

  • Analytics:

    • Simple statistical models for ROI tracking, win rate estimation, strategy comparisons.

✅ Result: Personalized, dynamic trading performance insights without manual analysis.

4. Database

  • Storage:

    • Journaling entries, pattern labels, PnL histories, model outputs.

  • Logging:

    • Historical records of user interactions, queries, and insights generated for replayability.

✅ Result: Full user history available for retrieval, replay, and reanalysis.

5. Web Application

  • Frontend:

    • User dashboard for OptiLog (trade history, summaries, patterns).

    • Marketplace interface for subscribing to trader journals.

  • API:

    • Backend services handling:

      • Wallet connection

      • Trade data sync

      • Query processing to AI models

  • Auth:

    • Wallet-based login (no password storage) to ensure security and decentralization.

✅ Result: Seamless UX between live Solana activity and personalized AI feedback.

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