#productivity

Productivity

Productivity improvements and automation research for knowledge workers

June 19, 20265 min read

TheAgentCompany: Benchmarking LLM Agents on Real-World Enterprise Tasks

TheAgentCompany benchmarks 175 enterprise tasks in a simulated intranet, and the best model, Gemini-2.5-Pro, finishes only 30% at $4 each.

Mike Thrift

aillmautomation

June 17, 20265 min read

WorkArena++: The 93% Gap Between Human and AI Agent Performance on Compositional Enterprise Tasks

GPT-4o solves 2.1% of WorkArena++'s 682 compositional enterprise tasks; humans solve 93.9%, showing why agents stall on implicit-goal accounting work.

Mike Thrift

aillmautomation

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