Tool Use And Agents
Long-form references on tool use, agent environments, and reliability loops.
Agent Environments
Harness Engineering
Useful framing around agents as systems shaped by environments, specs, feedback, and reliability loops.Code Mode
A concrete argument for exposing tools through code interfaces rather than forcing every step through chat-level tool calls.Context Mode
A useful pattern for keeping agent context manageable when tools produce large or noisy outputs.
Training-Time Semantics
- Agents Learn Their Runtime
Study of persistent versus reset Python interpreters in CodeAct-style training.
Engineering Practice
- AI Gave Birth to the 100x Engineer
Long case study on compounding agent workflows with test harnesses and supporting tools.