intent-engineering
2 articles
An AI Agent Needs More Than a Goal
OpenAI and Anthropic both pushed /goal-like ideas into coding agents. A goal helps, but production agents also need strategy, constraints, health metrics, autonomy boundaries, and stop rules.
Opus 4.7 Migration, Part II: Shorter Prompts, Thicker CLAUDE.md — Pawel Huryn's Six Intent-First Moves
SP-175 covered Opus 4.7 hard specs. This is the workflow layer. Pawel Huryn argues intent is the new unlock. Two-layer CLAUDE.md, per-call effort toggle, batch questions, show-don't-forbid, kill stale scaffolding, review plans not diffs — plus Anthropic/OpenAI converging.