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windows-ml

Windows ML (WinML, Microsoft.Windows.AI.MachineLearning) guidance in three evidence tiers. Tier 1 is canonical Microsoft Learn documentation. Tier 2 is ONNX Runtime / ONNX Runtime GenAI source and NuGet package facts. Tier 3 is Trackdub's own dated observations. Covers model setup, all Windows ML execution providers (CPU, DirectML, OpenVINO, QNN, VitisAI, MIGraphX, NvTensorRtRtx, experimental WebGPU), deployment, ExecutionProviderCatalog install and registration, OrtEpDevice selection, EP-context compilation and caching, ONNX Runtime GenAI on Windows ML, and diagnostics. Use whenever work touches Windows ML or WinML, ExecutionProviderCatalog, EnsureReadyAsync/TryRegister, GetEpDevices, onnxruntime.dll conflicts, Microsoft.ML.OnnxRuntimeGenAI.WinML, DirectML availability, or a Windows ML / ONNX Runtime upgrade, even when the user only says "DirectML is broken" or "why doesn't the NPU show up".

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SKILL.md
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MesilimLLC/Trackdub

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.agents/skills/windows-ml/SKILL.md

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