Why it matters

Tools are the single biggest lever on what an agent can accomplish, and the tool execution pipeline is where a toy quietly becomes a product. The difference between an agent that flails and one that works is rarely the model; it is usually whether tool results are structured, truncated, and clearly signal success or failure. Get this layer right and the model suddenly looks much smarter, because it can finally tell what its own actions did.