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

  1. Don't build an AI that replays yesterday's spec — the gap between spec and source of truth is the real context

    The frontier of AI agent accuracy is shifting from model and prompt to context, according to a new analysis. Simply feeding an AI a polished specification leads it to replay outdated information, as real-world systems inevitably drift from their initial designs. True accuracy is achieved by providing the AI with the reasons behind these drifts, such as implementation changes or operational exceptions, allowing it to approach "today's truth." AI

    Don't build an AI that replays yesterday's spec — the gap between spec and source of truth is the real context

    IMPACT Highlights the shift in AI agent development towards contextual understanding beyond static specifications, impacting how developers design and evaluate AI systems.