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    Daily field notes

    Notice what is changing. Keep what is useful.

    Discovery is the chronological side of the knowledge hub: concise, dated observations connected back to durable explanations.

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    The field log

    2 entries beyond the lead story.

    Transformers

    Looped Transformers versus traditional depth

    How repeatedly applying a shared Transformer block differs from stacking separately parameterized layers.