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I Kept Retrying a Local Model Into the Right Shape. Turns Out I Didn't Have To Retry At All.

The constraint on this one wasn't the AI part, it was the client: nothing leaves the device. No API calls, no cloud model, full stop, because the documents being classified weren't allowed off the…

  • Client requirements confined data processing to a local model
  • shapecraft tool forced model to generate valid outputs
  • Grammar integration eliminated retries and improved efficiency

The world that made Confucius – and the China he made

“Philosophers have only interpreted the world, in various ways; the point, however, is to change it.” This famous 11th thesis from Karl Marx’s Theses on Feuerbach is engraved on his tombstone in Highgate Cemetery in London. It was meant to be a refutation of another famous saying, by G.W.F.

The world that made Confucius – and the China he made

“Philosophers have only interpreted the world, in various ways; the point, however, is to change it.” This famous 11th thesis from Karl Marx’s Theses on Feuerbach is engraved on his tombstone in Highgate Cemetery in London. It was meant to be a refutation of another famous saying, by G.W.F.

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