Manish works on triangulating frontier AI capabilities, including autonomous AI R&D benchmarks and evaluation methodologies. Previously he was a research fellow at Microsoft Research. He holds a PhD in Computer Science from UC Berkeley, where he built environments and evaluations to measure long-horizon AI capabilities on software engineering tasks.