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Jia-Xiang Liu

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#artificial intelligence Review Sep 2026

Atria Dawn: The Dawn of Agentic Superintelligence

Atria Dawn Preview is introduced, a foundation agentic language model designed for scientific research and engineering workflows, with the goal of expanding the frontier of agent productivity in the real world.

Honglin Guo, Tao Gui, Kun Cai et al. · 0 citations
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

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