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News

News & notes

Updates, research notes, and announcements from the team building GIDE.

  • July 24, 2026 · By Michael Harris

    Invisible to grep: a portable check for the silent-softmax bug

    The third of a short series. The bug from the first two posts is invisible to grep — a missing rescale has no keyword. So we turned the invariant into a check you can run on code you didn't write, and ran it across fifty-two public repos — an honest read on what one-in-fifty-two proves.

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  • July 24, 2026 · By Michael Harris

    How we found them: an adversarial agent swarm for silent attention bugs

    A companion to our last post — not the bug, but the method that surfaced it: a scripted swarm of LLM reviewers split into refuters and reproducers, pointed at our own attention code. What it's good for, and what it doesn't prove.

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  • July 24, 2026 · By Michael Harris

    One softmax, many pieces: the silent bug we kept re-making in long-context attention

    A class of long-context attention bug that returns plausible numbers, survives grep and code review, and passes short-sequence tests. Here's why it hides — and why the fix is one place that combines partial softmaxes.

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  • July 22, 2026 · By Michael Harris

    Hello from DarcStar Technologies

    Welcome to the DarcStar Technologies blog — announcements, research, and notes from engineering.

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