#Agent Architecture

ACE (Agentic Context Engineering) is a framework that treats LLM contexts as evolving playbooks that accumulate and organize strategies over time This design prevents context collapse and addresses brevity bias by using incremental, modular updates guided by three specialized roles: a Generator, Reflector, and Curator that work together to extract insights and curate knowledge.

This study shows small AI + tools > Big AI. If they "think" too much they forget the rules. Skipping tools, spiraling into infinite loops, and outputting wrong answers.

Self-improving AI agent that learns your patterns, runs anywhere, and costs pennies. Practical walk through inside.