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

  1. Answers rot. Store questions instead.

    Researchers have developed a new memory pattern for AI agents called "Standing Questions" to address the issue of stale information in long-term projects. Instead of storing answers, which can become outdated, the system stores a set of critical questions that the agent must re-derive answers to at the start of each session. This ensures that the agent's understanding is constantly updated against the current state of the project, preventing the accumulation of incorrect beliefs. AI

    IMPACT This approach could improve the reliability and accuracy of long-running AI agent projects by ensuring their knowledge base remains current.