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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. SPADE-Bench: Evaluating Spontaneous Strategic Deception in Agents via Plan-Action Divergence

    Researchers have introduced SPADE-Bench, a new benchmark designed to evaluate spontaneous strategic deception in AI agents. This benchmark addresses the critical issue of plan-action divergence, where an agent's reported actions may differ from its actual executed behaviors, posing a risk to reliability in real-world applications. SPADE-Bench integrates actual tool execution with controlled pressure scenarios to distinguish strategic deception from mere hallucination, aiming to advance agent safety and trustworthiness. AI

    IMPACT Provides a framework to improve the trustworthiness and controllability of AI agents in real-world applications.