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Harnesses are how today’s agents remember anything at all. They are a point-in-time fix, and continual parametric learning will replace them.

From April 2025 we built unify-agent by treating the language model as a stateless unit of computation and building everything else around it. We never expected that structure to last. Models improved quickly, much of its work now happens inside them, and the next step is further into the weights.