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Bidirectional selective state space learning with flood wave optimization for flood disaster factor classification in wireless sensor networks

Scientific Reports, Published online: 25 September 2026; doi:10.1038/s41598-026-66540-y Bidirectional selective state space learning with flood wave optimization for flood disaster factor classification in wireless sensor networks

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The Silent Killer of AI Agents: Why Your Evaluation Metrics Are Lying to You

Originally published on tamiz.pro . The Metric Mirage You’ve shipped your AI agent. It aces the benchmark, clears every test case, and your dashboard glows green.

  • Evaluation metrics often lie, not reflecting true agent performance.
  • Proxy metrics like accuracy mask catastrophic real-world failures.
  • Shift focus to final-world state checks, not intermediate metrics.

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