
Replace static RAG with a memory-first agent. A working blueprint for episodic, semantic, and working memory.

Industry analysis shows 73% of RAG failures come from retrieval, not generation. Here is the 90-minute fix.

DeepSeek V4 jumped from 128k to 1M tokens. Long context is now cheap enough to actually use, here is when to and when not to.