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

  1. Ghost Tool Calls: Issue-Time Privacy for Speculative Agent Tools

    Researchers have introduced a new privacy mechanism called Speculative Tool Privacy Contracts to address privacy concerns in AI agents that speculatively use tools. These agents can leak sensitive user intent to external services before committing to a specific action. The proposed contracts treat pre-commitment observations as a distinct effect, aiming to reduce inference by modifying or suppressing speculative calls before they are dispatched. AI

    IMPACT This research could lead to more private AI agents by addressing how they handle speculative tool usage.