Audit Automated Alignment Researchers

Projection: alignment teams will enlist models to design experiments, analyze failures, and propose mitigations. Every automated researcher needs a tamper-resistant log and independent reproduction, because persuasive analysis can still curate away negative evidence. Research speed matters only if the system cannot quietly choose which failures count.