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Turning messy execution traces into structured episodic memory stops agents from repeating failed terminal commands, boosting autonomous environment setup to a 75% Pass@1 rate across nine programming languages.
Explicit intrinsic decomposition is no longer a prerequisite for multi-view relighting: video foundation architectures can directly infer complex light transport and 3D geometry in a single feed-forward pass.
Fovea achieves a remarkable 7.80x speedup in wafer architecture selection while ensuring optimal performance across diverse workloads.
