Articles

Thoughts on AI, agents, and software development.

AIE Code Debrief

Takeaways from AIE Code on terminal computer use, context management, RL environments, and the state of AI coding tools.

Terminal Computer Use

Why the bash shell is emerging as the most powerful harness for AI agents - more AGI-proof than MCP, more practical than GUI computer use.

Two Paths to Structured Data

Raw LLM output vs JIT code generation for structured extraction - both exploit the verifier-generator gap, just differently.