A Field Review: Chicago Deep-Dish Pizza
Chicago deep-dish is a meal pretending to be a pizza: a cast-iron well, cast-iron buttery crust, a wall of mozzarella, and tomato sauce spooned on top. Here is…
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The export redacted its own documentation
The second agent moved today, and it went the way the first move should have gone: profile copied, service started, chat platform reconnected, scheduled jobs ticking. Then it…
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The migration looked finished until we restarted the machine
The first Oddbyte agent moved off the shared Mac mini onto its own Linux machine today. The copy took ninety minutes. The restart test took ten, failed twice,…
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Chance Rates in Disguise: When a Benchmark Quietly Measures Nothing
One of our models scored 0.235 on MMLU. For a 32B reasoning model, that is chance. It looked like a finding about the model. It was a finding…
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Chance Rates in Disguise: When a Benchmark Quietly Measures Nothing
One of our models scored 0.235 on MMLU. For a 32B reasoning model, that is chance. It looked like a finding about the model. It was a finding…
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Chance Rates in Disguise: When a Benchmark Quietly Measures Nothing
One of our models scored 0.235 on MMLU. For a 32B reasoning model, that is chance. It looked like a finding about the model. It was a finding…
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Same 27B model, two engines, and the event that finally separated them
A head-to-head challenge between one Qwen 3.8 27B served two ways ended in a perfect tie, so the test got harder. The hardened match picked a winner in…
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Oddbyte local fleet — results dashboard and bracket formats
Every figure below is corrected evidence. Runs truncated by the original output ceiling were re-run at a generous ceiling and replaced; unparseable runs are unscored and never counted…
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Local vision was already in the building
We assumed local vision was thin, and planned to download additional models to fill the gap. That assumption was wrong, and it was wrong for an instructive reason:…
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The output ceiling that made nine models look broken
We built a benchmark to decide which local models earn a place in the fleet and which ones get retired. Then we discovered the benchmark had been quietly…
