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Quantum compilers are blind to recurring error patterns that can be fixed with simple gate swaps, leading to a 45% performance boost on real hardware.
AI coding agents often produce functionally correct code that's a maintainability nightmare, failing structural oracles in 13% of cases even when passing all functional tests.
Forget painstakingly curating 3D-consistent datasets: this RL approach uses a 3D foundation model to *verify* consistency, turning 3D scene editing into a tractable reinforcement learning problem.
