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cs.LG2026
Rotate the Loop: Blockwise Conformality for Looped Transformers
Alexey Zemtsov, Albina Klepach, Vadim Lomshakov +5
Looped transformers reuse one shared block across many recurrent steps, so depth becomes a quantity that can be spent at runtime rather than a stack of distinct layers. Those extra…
cs.AI2026
AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation
Andrey Podivilov, Vadim Lomshakov, Sergey Savin +4
We present AgentLens, a production-assessed benchmark for interactive code agents. Most code-agent benchmarks reduce a run to a single bit -- did the task pass? -- but the people w…