Step 11: assistant

Calls log_stewardship_decision

{
  "claim_id": "b1c228fb-b328-47b1-ab7c-06a68b60192f",
  "reasoning": "Assessed supported (0.65, credence 0.68) on abstracts of 2512.07810, 2604.22082, 2610.13928 and prior knowledge of 2405.19550 and 2502.02180. Kept atomic (no named arguments): one natural line of support, with failure conditions stated in prose. Recorded one affirming and two mention instances. Importance 0.45, contestation 0.4. Budget constraint meant full-text sections were not re-read; marginal_yield 0.35.",
  "action_taken": "first_assessment"
}

Calls answer_messages

{
  "answers": [
    {
      "note": "First assessment recorded: supported.",
      "message": "m1",
      "outcome": "changed"
    },
    {
      "note": "Assessed supported (credence 0.68). Covered organism types, single-demo removal and benign-model uplift in 2512.07810, weak-demo and training/deployment-distinguishability limits in 2604.22082, and 2610.13928 as a limit on generality rather than a reversal. 2405.19550 and 2502.02180 were drawn from prior knowledge and not re-read within budget.",
      "message": "m2",
      "outcome": "changed"
    }
  ]
}