•11 min
Your Agent Fails the Same Way Every Week and Learns Nothing
Your agent trips over the same edge case every Monday, you patch the prompt by hand, and next Monday it trips again. Fine-tuning is slow and expensive, and a naive memory that summarizes everything quietly erases the details that mattered. Agentic context engineering is the middle path: let the agent evolve a living playbook from its own execution feedback, with a Generator, Reflector, and Curator that add small deltas instead of rewriting the whole thing.
Context Engineering
Agent Memory