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One Success Isn't Reliability: Thinkingbox, a Sandbox and Benchmark for Agents in Stateful Business Workflows

arXiv cs.CL · 2026-08-21 Cached

Thinkingbox introduces a sandbox and benchmark for evaluating AI agents in stateful business workflows, highlighting the gap between occasional success and reliable completion with current models.

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