breath57/how-ai-agents-remember
源码级逆向工程(OpenClaw、nanobot、NullClaw、OpenFang)记忆系统 —— 架构图、数据模型、检索管线、复刻指南
Implements source-code-level reverse engineering of 4 AI agent frameworks (OpenClaw, nanobot, NullClaw, OpenFang), decomposing memory systems across 10 storage backends, 9-stage retrieval pipelines, and knowledge graphs. Covers complete data flows from message ingestion through long-term recall, including architecture diagrams (Mermaid-rendered), schema definitions, lifecycle management (consolidation, decay, cleanup), and step-by-step reimplementation guides. Spans ~40 technical documents analyzing TypeScript, Python, Zig, and Rust implementations—from minimalist Markdown-based approaches to enterprise-grade multi-backend search engines.
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Mar 09, 2026
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