
How Can an AI Agent Improve Its Own Harness in Production?
Learn how two loops, escalation memory and trace-based fixes in LangSmith Engine, help a production agent learn from mistakes while humans stay in control.

Learn how two loops, escalation memory and trace-based fixes in LangSmith Engine, help a production agent learn from mistakes while humans stay in control.

AI made writing code cheap. Correctness is the expensive part now. Here's how to write specs that actually guide coding agents to build it right.

An AI harness is the software around a language model that turns it into an agent. Here's what it does and how open-source servers use it.