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The Polylog AI Intelligence Brief

Morning Edition · Thursday, July 9, 2026

Researchers Show Long-Term Memory Turns AI Agents Into Poisoning Targets

A new paper demonstrates that planted content in an agent's persistent memory can steer later actions across email, calendars, and code repositories with minimal oversight.

A new paper, When Agents Remember Too Much, examines a threat that grows as personal AI agents gain persistent memory. These agents reason and act with tools, reading email, managing calendars, and pushing code to remote repositories, often…

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Oversight and Evaluation Lag Accelerating AI Capabilities

Over the next 3-6 months, evidence mounts that governance, evaluation, and agent-safety methods are failing to keep pace with capability growth, driving investment in interpretability, agent-manipulation benchmarks, and institutional-reform proposals.