SATO's SWARM ports CUDA kernels to AMD ROCm/HIP autonomously — hipify, compile, execute, and validate, with the target GPU architecture auto-detected at runtime. Every performance number is a real measurement (HIP-event timing, real amd-smi telemetry) or explicitly labeled "Not captured" — never guessed. A Repair Loop autonomously catches real compile failures, matches them against a memory of cited, verified CUDA→ROCm gaps, applies a mechanical fix, and recompiles — proven live on real hardware against a confirmed gap in HIP's own header. Full stack: FastAPI backend, Next.js frontend, CLI, all sharing one proven pipeline core.
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