memory 
Agent Proprioception: How Declarative Files Build the Self-Model
How agents build identity, continuity, and self-awareness through declarative files. The boot sequence, the compaction problem, file taxonomy, and why the files are the firmware.
Agent Memory Part 2: Hybrid Search, Graph Recall, and Memory Consolidation
We built the 'What's Next' — hybrid BM25+vector search, graph-aware recall, auto-ingest, and extractive memory consolidation. 107 tests, zero frameworks.
Zero-Cost AI Agent Memory: Local GPU Embeddings with SurrealDB and OpenClaw
How I gave my AI agent semantic memory using a local GPU, SurrealDB, and Qwen3 embeddings — zero API costs, zero data leaving my machine.