[
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-1",
    "tier": "claimed-docs",
    "url": "https://ryzenai.docs.amd.com/en/latest/",
    "excerpt": "This allows developers to build and deploy models trained in PyTorch or TensorFlow and run them directly on laptops powered by Ryzen AI using ONNX Runtime and the Vitis\u2122 AI Execution Provider (EP).",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-2",
    "tier": "claimed-docs",
    "url": "https://ryzenai.docs.amd.com/en/latest/",
    "excerpt": "AMD Quark is a comprehensive cross-platform deep learning toolkit designed to simplify and enhance the quantization of deep learning models.",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-3",
    "tier": "claimed-docs",
    "url": "https://ryzenai.docs.amd.com/en/latest/",
    "excerpt": "The AI model is deployed using the ONNX Runtime with either C++ or Python APIs.",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-4",
    "tier": "claimed-docs",
    "url": "https://ryzenai.docs.amd.com/en/latest/",
    "excerpt": "the Lemonade SDK, which is multi-vendor open-source software that provides everything necessary for quickly getting started with LLMs on OGA or llama.cpp",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-5",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
    "excerpt": "AMD Configurable TDP (cTDP) 45-120W",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-6",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
    "excerpt": "Curve Optimizer Voltage Offsets Yes",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-7",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
    "excerpt": "NVMe Support Boot , RAID0 , RAID1",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-8",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
    "excerpt": "Windows 11 - 64-Bit Edition , RHEL x86 64-Bit , Ubuntu x86 64-Bit",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-docs-9",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/processors/laptop/ryzen/ai-300-series/amd-ryzen-ai-max-plus-395.html",
    "excerpt": "Max Displays 4",
    "fetchedAt": "2026-09-15T17:23:06.794Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=45000104",
    "excerpt": "I hate the naming so much. I cannot tell at all which is meant to be newer or superior.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=45000104",
    "excerpt": "Terrible benchmarks. They should probably compare the 395 GPU against the 9950 CPU or against a 7600/9060. If you're just going to use the CPU obviously the 395 is not what you want.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=45000104",
    "excerpt": "It would have been interesting to see the graphics performance and AI performance of the 395 compared to discrete gpus... how does it stack up against using real graphics cards.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=43961521",
    "excerpt": "Curiously, HP seems to embrace these Pro APUs more than any other brand, and yet they've never enabled a core feature of Pro APUs - ECC error reporting.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=44037651",
    "excerpt": "The performance is incredible... Now when will AMD put some real effort in to reducing power usage?",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49081599",
    "excerpt": "Own a framework desktop 128gb. GPU bandwidth limits the amount of tokens/sec that you get. I've mostly been running QWEN-3.6-35B-A3B at Q8 and QWEN-3.5-122B-A10B at Q4 with Q8 kv-cache on llama.cpp (vulkan version).",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49081599",
    "excerpt": "I'm running qwen3.6, gpt-oss and embeddinggemma with Ollama on Ryzen 7 8700G + 96 GB DDR5 with 12-14 tokens/sec... On Strix Halo it will run 4-6 times faster depending on memory bandwidth.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49081599",
    "excerpt": "With 128 GB of unified memory, large models can fit into memory, but memory bandwidth quickly becomes the limiting factor. With long contexts, the KV cache can consume a lot of memory and bandwidth.",
    "fetchedAt": "2026-09-15T17:33:54.308Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-probe-1",
    "tier": "probe",
    "url": "https://ryzenai.docs.amd.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://ryzenai.docs.amd.com/llms.txt # Ryzen AI Software\n\n> Note: ROCm documentation is split across multiple projects. In addition to this file, each projec",
    "fetchedAt": "2026-09-15T17:36:39.212Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-probe-2",
    "tier": "probe",
    "url": "https://ryzenai.docs.amd.com/en/latest/.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://ryzenai.docs.amd.com/en/latest/.md",
    "fetchedAt": "2026-09-15T17:36:39.212Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-probe-3",
    "tier": "probe",
    "url": "https://ryzenai.docs.amd.com/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://ryzenai.docs.amd.com/openapi.json, https://ryzenai.docs.amd.com/swagger.json, https://ryzenai.docs.amd.com/api/openapi.json, https://ryzenai.docs.amd.com/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T17:36:39.212Z"
  },
  {
    "id": "amd-ryzen-ai-max-plus-395-probe-rt-1",
    "tier": "probe",
    "url": "https://ryzenai.docs.amd.com/en/latest/",
    "excerpt": "PROBE runtime (recorded 2026-09-15): the Ryzen AI Software documentation at ryzenai.docs.amd.com answered a keyless curl naming Ryzen AI \u2014 the XDNA 2 NPU's developer SDK docs are live and crawlable, unlike www.amd.com product pages, which reset connections for non-browser user agents (recorded at crawl).",
    "fetchedAt": "2026-09-15T17:39:08.000Z"
  }
]