Hierarchical Memory System

关于

The Hierarchical Memory skill equips Claude with a sophisticated three-layer memory structure—short-term, long-term, and episodic—enabling the agent to retain persistent knowledge, recognize recurring patterns, and recall past decisions. By integrating with Qdrant for vector-based semantic search and utilizing session-based stores for immediate context, it achieves a significant improvement in task accuracy while drastically reducing token consumption for long-running projects. This system allows Claude to 'remember' your coding standards, architectural decisions, and previous bug fixes without manual re-contextualization.

主要功能

• Triple-layer architecture: Short-term (session), Long-term (vector), and Episodic (events)
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• Event tracking for debugging and historical decision auditing
• Semantic search via Qdrant for permanent, unlimited knowledge retrieval
• 90% reduction in token usage through optimized context management
• Automated memory consolidation patterns for session-to-long-term migration

使用场景

• Maintaining architectural patterns and coding standards across multiple development sessions
• Reducing token costs for large codebases by retrieving only relevant semantic context
• Recalling specific debugging steps and solutions from previous project phases