Sinan Wang

Frontier coding agents can now write 100% functionally correct GPU physics simulations, yet they match human-expert performance on just 22% of tasks—revealing a stark capability gap between generating working code and producing performant systems.

Neural PDE solvers no longer need retraining for new boundary conditions: learning domain geometry through its harmonic measure enables zero-shot Poisson solutions via simple re-integration against a single transformer kernel.

WebCQ achieves 33.3% more state exploration and 42.2% more unique actions than previous MARL methods, revolutionizing web GUI testing scalability.

By explicitly modeling permutation symmetries and geometric attributes, OGPP achieves state-of-the-art generative performance on particle systems with significantly fewer steps and parameters.

Android API research is built on shaky ground: official API lists are surprisingly inconsistent, leading to potentially flawed conclusions.