Tag: DAComp

Data Agents Finally Get Real: DAComp & DP-Bench Crush the 'erfect Query' Myth

Stop pretending LLMs understand data. DAComp tests real enterprise workflows (210 tasks: data cleaning → business decisions), where even GPT-4o fails at engineering tasks (20% success). DP-Bench forces models to build actual business products (e.g., churn prediction), not just SQL—234 human-validated requests, 71% work first try. But 29% still need fixes. These aren’t 'benchmarks'—they’re the first tools proving LLMs still can’t actually replace data engineers. Finally, a test that measures value, not just code.