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  • Launch ETA: August 2026
  • 23 August 2025 4 min read

    The Goldilocks Horizon: Scaling, Reasoning, and the Stopwatch

    For a number of years, LLM coding assistants are now marketed as labor multipliers. Investors pitch productivity gains, startups chase valuations, and executives present slides about flatter engineering teams. The claim …

  • 10 August 2025 4 min read

    Structural Overgeneralization in LLM Summarization

    It is well understood that large language models overgeneralize, carrying patterns too far and turning small ambiguities into catastrophic failures. The April 2025 study by Peters and Chin-Yee1 tested large language …

  • 6 July 2025 5 min read

    Tools and Filters for Short Horizons, Fragile State

    Star Trek showed computer systems breaking in ways that once looked cartoonish: the machine takes a command too literally, or it finds a boundary no one anticipated, and suddenly the ship is compromised. The year is 2025 …

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