Stanford CS146S releases Week 3 on Agent Skills and CLI
The most actionable idea in the notes: mine your own chat logs for moments where you corrected an agent — each intervention point is a skill worth encoding as markdown. That turns personal friction into a portable, cross-project skill set, and the progressive-disclosure advice addresses why most skills fail (never triggered, or bloated into context overhead). Practitioners building agent workflows with Claude or similar coding agents can apply the SKILL.md patterns immediately.
