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

  1. "You have to standardize before you optimize." James Clear, Atomic Habits (2016) I got handed the optimization first. An LLM aimed at a help desk nobody had sta

    An AI professional found that optimizing an LLM for a help desk was ineffective because the underlying systems were not yet standardized. By reversing the process to standardize first and then optimize, the LLM's application became more logical and successful. AI

    IMPACT Highlights the importance of foundational system design before applying AI solutions for effective implementation.