EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 15 · Lesson 06Learn1 h22 lessons in phase

Automated Alignment Research (Anthropic AAR)

Anthropic ran parallel teams of Claude Opus 4.6 Autonomous Alignment Researchers in independent sandboxes, coordinating via a shared forum whose logs live outside any sandbox (so agents cannot delete their own records). On the weak-to-strong training problem, the AARs outperformed human researchers. Anthropic's own summary flags that prescribed workflows often constrain AAR flexibility and degrade performance. Automating alignment research is the compression step that compresses the timeline to the exact misalignment risks the RSP is meant to detect.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

Part of Phase 15Autonomous Systems. Use the previous / next cards below to keep browsing the phase.