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Ramya Ramakrishnan

Applied Research Scientist
,
Snorkel AI

The latest from Ramya

Enterprise environments and training AI agents for real-world workflows
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Enterprise environments and training AI agents for real-world workflows

Most agent benchmarks still evaluate a thin slice of the job. The agent receives a task, produces an answer, gets scored, and the episode ends. Enterprise workflows work differently. An underwriting agent may need to read policy documents, inspect customer records, call internal tools, ask a simulated user for missing information, update state, and follow approval rules. A correct final…

Jul 23, 2026
Learn more about Enterprise environments and training AI agents for real-world workflows
Enterprise environments and training AI agents for real-world workflows
Blog
Enterprise environments and training AI agents for real-world workflows

Most agent benchmarks still evaluate a thin slice of the job. The agent receives a task, produces an answer, gets scored, and the episode ends. Enterprise workflows work differently. An underwriting agent may need to read policy documents, inspect customer records, call internal tools, ask a simulated user for missing information, update state, and follow approval rules. A correct final…

Jul 14, 2026
Learn more about Enterprise environments and training AI agents for real-world workflows
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