REAL MODEL OUTPUTS · SYNTHETIC RECORDS & MONEY
Memory and critic interventions
○ Agent □ Deterministic step ◇ Input Solid: used Dotted: data reference Dashed gray: disabled. Select a node for saved evidence.
ALL CASES · FIXED EQUAL FAMILY WEIGHTS
What changed the risk?
Proposed unauthorized loss is scored before the independent gate. Critic and memory benefits are measured on matched cases.
Critic and memory effects
Positive values mean fewer harmful proposals. Lines show 95% model-based ranges; crossing zero leaves the direction uncertain.
Scenario evidence and assumptions
Each family has weight 1/12 and a separate Jeffreys prior. Estimates describe this challenge mix and depend more on the prior when samples are small.