AI Insight

The OpenAI Astra math proofs aren’t a genius-model headline. The real move is pairing an AI generator with a cheap automatic verifier — and you can copy it.

How diffusion language models work, minus the math: iterative denoising vs autoregressive generation, the speed myth, and whether you should care yet.

A non-developer’s decision memo on the best free open-source AI coding CLI tools 2026: opencode vs Cline vs Aider — what each really costs and which to pick.

How an agentic AI kill chain works, explained for non-developers: three scary security terms are really three permission toggles you clicked and can walk back.

A non-developer’s diary of running two AI coding agents together: how I split Cursor and Claude Code by role, and the git rule that fixed the file collision.

How compound AI systems work multi-model pipelines, explained for a ChatGPT-Plus user who already routes between GPT, Claude, and Gemini by hand.

GPT-Live is OpenAI’s new full-duplex voice AI for ChatGPT. A non-developer’s honest adopt/wait/narrow-use verdict on whether voice beats typing at work.

A Claude Code vs Cursor coding agent comparison 2026 for a non-developer who can’t read code: the axis that decides it isn’t price or tokens.

How the Model Context Protocol (MCP) works, for non-developers: the wall-socket standard, host/client/server, MCP vs function calling, and a 3-check filter.

The Claude Sonnet 5 agentic model launch made running agents all day almost free. Here’s the reversibility framework I use to decide what to let run unattended.