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One judge call per case

  • One agent call judges all candidate priors of a trigger. List rules (2 newest, a cap, the baseline window) need all priors at once.
  • The clinical rules are guidance in a Czech prompt. No rule code runs over the candidate list. NIS exams have no body region, so region rules need the report text anyway.
  • Code only validates the output: unknown IDs dropped, missing or invalid verdicts become uncertain, quotes must appear in their source.
  • The agent calls search_guideline and search_reports and writes its own queries.
  • Each verdict has kroky: 3–5 short Czech steps that name the searches and the evidence. Doctors need a readable account in Czech. The model returns only an English reasoning summary.
  • Verdicts are cached per trigger and the set of judged candidate IDs. Collector decisions do not change the key.
  • Fallback verdicts are not cached.
  • kroky is the model’s stated explanation, not its hidden reasoning.