Step 27: assistant

Calls log_stewardship_decision

{
  "claim_id": "81696185-3711-415e-a7bd-812a5cd6013d",
  "reasoning": "First pass per mandate brief. Read AISI AF update (Updates 1-3), 2512.07810 sections 6.3 and 6.5.1, and 2611.14950 sections 3, 4.3, 5 and limitations. Recorded three instances (AF as mention: mixed evidence; two papers as denies). Created two named arguments without subclaims (premises are source-specific results, not reusable claims). Assessed doubtful, credence 0.15, confidence 0.75. No dependents to notify (none exist). Importance 0.45, contestation 0.5.",
  "action_taken": "structured_and_assessed"
}

Calls answer_messages

{
  "answers": [
    {
      "note": "Structured with two named arguments and assessed doubtful (credence 0.15).",
      "message": "m1",
      "outcome": "changed"
    },
    {
      "note": "Read all three sources. Induction, model size, task, benign comparison and FPR are reported in the reasoning: AISI prompted 70B CTF 2% FPR (Alpaca-calibrated); 2512.07810 gives no numeric probe FPR on benign models but documents distractor-habit false positives; 2611.14950 gives 99% FPR on benign adapters with base negatives and up to 65.5-89.5% held-out FPR with matched negatives.",
      "message": "m2",
      "outcome": "changed"
    }
  ]
}