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Better Harness, Better Answers

Document intelligence without bigger models: one small model stays fixed, the harness changes one step at a time, and every score comes from logged runs on real public documents.

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The Agent as Compiler

Harness engineering: why coding agents (and LLM products) are best understood as compilers of human input, the loops that run a harness, and why the reward model and environment are what make the model interchangeable.

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