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AsmEvo is an agentic assembly-level optimizer for AMD GPU kernels that improves performance by proposing low-level edits and verifying functional equivalence against original binaries, achieving speedups up to 3.88x on MI308X GPUs.
LongWebBench is a benchmark for evaluating long-horizon webpage generation from both structural and functional perspectives, using VLM-based metrics and DOM-augmented agent-based pipelines. Experiments show current VLMs struggle with long-range coherence and executable interactions.