← Back to Blog

Posts tagged #context-engineering

2 posts

Agent Harness Architecture: The Primitives That Make AI Agents Reliable

Agent = Model + Harness. The model is raw intelligence; the harness is the runtime that turns an unpredictable, amnesic model into a production system. The failure modes of unguided agents and the core primitives — resilient tool execution, context assembly, sandboxing, and bounded error escalation — that engineer reliability in.

agent-harnessai-agentsagentic-ai
Read more

Self-Evolving Agentic Memory: Compiling Knowledge Instead of Retrieving It

Most agents forget everything between sessions. This is the opposite: a self-evolving memory built with Claude Code and a Karpathy-style architecture — why standard RAG fails agents, how a compile-time knowledge graph beats query-time retrieval, and the loop that makes knowledge compound.

claude-codeagentic-memoryknowledge-compilation
Read more