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Senior Forward Deployed Engineer
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Snorkel AI
Joe Licata is a Senior Forward Deployed Engineer at Snorkel AI with a PhD in Aerospace Engineering. His recent experience with Snorkel is focused on developing agentic coding RL environments. Prior to transitioning to the LLM data space, he researched machine learning for upper-atmospheric modeling to improve satellite trajectory prediction.
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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…
