Microsoft's ThinkingBox agent benchmark checks final database state, not tool calls
The Agent Said It Was Done. The Database Disagreed.
What happened
The Microsoft Copilot Studio team and Hugging Face jointly released ThinkingBox. It runs agents in isolated MCP tool sessions and then performs executable checks on final backend state and side effects, rather than judging only the final reply or whether tool calls were allowed.
Why it matters
The agent benchmark from Microsoft and Hugging Face uses 507 stateful workflows and 20 repeated runs, shifting the focus from tool calls to the final database state.
Microsoft / CopilotAgentsMCP and tool usePapers and research#Research#Agent#MCP and tool calling#Microsoft#Hugging Face
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