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An LLM-driven optimization loop that transforms PyTorch implementations into fast, numerically equivalent Triton kernels for Intel GPUs. The agent analyzes operations, searches optimization strategies from a curated knowledge base, generates and benchmarks kernel variants in a branching trial tree, and finalizes the best result.
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