Preprint
Aug 2026
One Success Isn't Reliability: Thinkingbox, a Sandbox and Benchmark for Agents in Stateful Business Workflows
Thinkingbox is introduced, a sandbox for tool-agent-user interaction that provides isolated MCP-compatible tool sessions, complete execution traces, and outcome evaluation over terminal backend state, and Thinkingbox-bench reveals a large gap between occasionally finding a successful trajectory and reliably completing...
Zhuo-Chun Li, Youngmin Ko, Ali Keramati et al.
· 3 citations