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Single-phase fault diagnosis in distribution networks via cyber-secure hybrid models of artificial intelligence

Scientific Reports, Published online: 07 September 2026; doi:10.1038/s41598-026-67622-7 Single-phase fault diagnosis in distribution networks via cyber-secure hybrid models of artificial intelligence

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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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