AGENT EVALS

StateAct, from Salesforce AI Research, argues computer-use agents should inspect files, DOM and saved outputs through code, using screenshots only when needed.

LangChain rubrics for Deep Agents bring evals into the agent loop. Self-correction works only when rubrics are versioned, executable and checked by humans.