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From algorithms to patient outcomes — lessons from one of the first randomized trials of AI in medicine

Nature Medicine, Published online: 07 September 2026; doi:10.1038/s41591-026-04633-x The first generation of medical artificial intelligence (AI) was judged on whether algorithms could match clinicians. The next generation should be judged on whether carefully designed human–AI systems can improve patient outcomes.

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19 Audit Nags in One Night: Making a Claude Code Stop Hook Detect Unattended Sessions

My autonomous setup earns its keep precisely because Claude Code starts on its own and finishes on its own. The thing that nearly broke that setup was Claude Code itself.

  • Claude Code's autonomous notifications persist without human presence.
  • Self-audit script fails in automated pipeline without human user.
  • Audit mechanism applied only to human-initiated sessions to prevent interference.

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