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ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model.

Brotli decoder flaw CVE-2026-111497 affects Node.js, Bun, Python packages and Envoy; code execution was demonstrated on one ...

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Substantive human oversight requires a 4-part escalation layer: bi-directional transparency, granular controls, context routing, and auditable feedback loops.