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

  1. Coherence as a Deliverable: How a Multi-Surface Engagement Stays Sane

    A developer encountered significant issues with information drift across multiple platforms, including a partner portal and local documentation, during a four-month project. This drift, where different versions of the same information existed in separate locations, was identified as a coherence gap rather than a bug. To combat this, the developer implemented structural patterns to make drift easier to detect and established a "Current Focus" block in a central document to clearly outline active workstreams and defer unrelated tasks, preventing future coherence problems. AI

    Coherence as a Deliverable: How a Multi-Surface Engagement Stays Sane