One-agent classroom
The product was simplified around one person teaching one private agent, with visible files, explicit processing and human approval.
Visible progress
Teach the Company changelog
A curated record of user-visible capability—not a dump of private deployment details or internal commits.
Portable Codex framework
New classrooms create AGENTS.md, structured YAML rules and cognitive memory, with browser viewing and a downloadable ZIP.
Agent Security Lab
The synthetic Only What It Needs experiment adds deterministic least-privilege decisions and privacy receipts without accepting real records.
The practical rule