Arunabh Dastidar

Team Leni Inc

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Eval Frameworks & Benchmarks (1)Tool Use & Agents (1)

Papers (1)

Jul 19, 2026

Team Leni IncJul 19, 2026

Where Does Agent Reliability Come From? A Cross-Benchmark Decomposition of Verification Loops, Specialist Models, and Scaffolding in a Production Enterprise Agent

Scaffolding and specialist models drive a remarkable 11% improvement in enterprise agent reliability, overshadowing the verification step's modest gains.

Arunabh Dastidar

Eval Frameworks & Benchmarks Tool Use & Agents

Arunabh Dastidar

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Arunabh Dastidar

Research focus

Papers (1)