auto convert from dict #952

Job	Run time
Lint & Type Check	49s
Batch Evaluation Tests	0s
Core Tests (Python ${{ matrix.python-version }})	0s
MCP End-to-End Tests	0s
Upload Coverage	0s
	49s

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