[
  {
    "id": "nvidia-rtx-pro-6000-docs-1",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "With 96 GB of memory on the RTX PRO 6000, you can turn your desktop into an AI powerhouse for fine-tuning LLMs, generative AI, and running autonomous AI agents locally and securely.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-2",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "Optimized for NVIDIA CUDA-X\u2122 libraries like RAPIDS, it supercharges GPU-accelerated analytics and AI tasks using APIs that mirror popular open source tools (e.g., Pandas, Scikit-learn), letting you speed up workflows without rewriting code.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-3",
    "tier": "claimed-docs",
    "url": "https://developer.nvidia.com/cuda-toolkit",
    "excerpt": "The toolkit includes GPU-accelerated libraries, debugging and optimization tools, a C/C++ compiler, and a runtime library.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-4",
    "tier": "claimed-docs",
    "url": "https://developer.nvidia.com/cuda-toolkit",
    "excerpt": "cuTile Python is an expression of the CUDA Tile programming model in Python. It is built on top of the CUDA Tile IR specification and allows you to write tile kernels in Python.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-5",
    "tier": "claimed-docs",
    "url": "https://developer.nvidia.com/rtx",
    "excerpt": "The RTX Neural Shaders SDK lets developers train shader data on an RTX PRO workstation and accelerate neural representations with NVIDIA Tensor Cores at runtime.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-6",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "Create photoreal, physically accurate scenes and immersive 3D designs with neural graphics-based technologies, such as RTX Mega Geometry, enabling up to 100x more ray-traced triangles.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-7",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "With DisplayPort 2.1, professionals can achieve unparalleled visual clarity and performance, driving high-resolution displays at up to 8K at 240Hz and 16K at 60Hz.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-8",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "These advancements accelerate 3D modeling, animation, and virtual production, empowering industries like film, gaming, and architectural visualization to achieve unprecedented detail and efficiency.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-9",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "With enhanced AV1 and H.265 codec support, it's ideal for livestreaming, real-time editing, and live media workflows.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-10",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "the NVIDIA RTX PRO 6000 accelerates data science workflows\u2014from exploration and model evaluation to visualization\u2014without relying on costly cloud or data center resources.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-11",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "Multi-Instance GPU (MIG) expands the performance and value of RTX PRO 6000 Max-Q, enabling the creation of up to four (4) fully isolated instances.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-12",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "With 96 GB of GPU memory, tackle massive 3D and AI projects, explore large-scale VR environments, and drive larger multi-app workflows.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-13",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "Support for PCI Express Gen 5 provides double the bandwidth of PCIe Gen 4, improving data-transfer speeds from CPU memory and unlocking faster performance for data-intensive tasks like AI, data science, and 3D modeling.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-docs-14",
    "tier": "claimed-docs",
    "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-6000/",
    "excerpt": "In genomics and healthcare, it speeds genomic sequencing, drug discovery, and AI-driven diagnostics. Geoscience benefits from seismic modeling, higher-education from advanced research, and financial services from real-time risk analytics.",
    "fetchedAt": "2026-09-15T17:26:18.887Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-1",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48508550",
    "excerpt": "Converting four RTX PRO 6000 Blackwell cards to waterblocks, finding a VRM choke loose on the workbench, and getting back to 41k tok/s.",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-2",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48508550",
    "excerpt": "Ok, how are people powering these things? 2.4kW is well beyond a standard circuit in the US. Are people having 240V/30A circuits installed?",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-3",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48508550",
    "excerpt": "the solder on that choke (inductor) looks terrible. Something went wrong in manufacturing. The solder should have wicked to cover the entire pad, not just a small square, and there should be no discoloration.",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48508550",
    "excerpt": "Those are SM120 so no tmem/tcgen05 and lack of support in main libraries... For that money I'd buy a single B300, similar total AI TOPS, similar GPU bandwidth aggregated, and only 25% less total memory, half the energy consumption",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=48508550",
    "excerpt": "A local phone-repair chain with a microsolder tech can put a 3 mm SMD part back on a GPU PCB in twenty minutes for the price of dinner, as an alternative to RMA.",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49282762",
    "excerpt": "Nvidia doubles RTX PRO 6000 Blackwell's MSRP to a staggering $16,000 -- that's a 90% uplift since the original pricing, in a market that is already showing signs of seizing.",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-7",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49282762",
    "excerpt": "RTX Pro 6000 Blackwell has 96GB of GDDR7 VRAM. A Mac studio with 96GB unified memory costs $5,299.00... Why does CUDA still have a $11k price premium?",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-comm-8",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49282762",
    "excerpt": "Buy yourself 6 AMD r9700's an older 5965wx threadripper with mob, 128GB of ddr4 and run deepseek v4 flash lossless. Then pocket the other $6000 -- suggested as a cheaper alternative to the RTX Pro 6000.",
    "fetchedAt": "2026-09-15T17:35:53.518Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-probe-1",
    "tier": "probe",
    "url": "https://developer.nvidia.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://developer.nvidia.com/llms.txt # NVIDIA Developer\n\n> Comprehensive developer portal for NVIDIA accelerated computing, AI, robotics, graphics, and simul",
    "fetchedAt": "2026-09-15T17:37:04.050Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-probe-2",
    "tier": "probe",
    "url": "https://developer.nvidia.com/cuda-toolkit.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://developer.nvidia.com/cuda-toolkit.md",
    "fetchedAt": "2026-09-15T17:37:04.050Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-probe-3",
    "tier": "probe",
    "url": "https://developer.nvidia.com/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://developer.nvidia.com/openapi.json, https://developer.nvidia.com/swagger.json, https://developer.nvidia.com/api/openapi.json, https://developer.nvidia.com/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T17:37:04.050Z"
  },
  {
    "id": "nvidia-rtx-pro-6000-probe-rt-1",
    "tier": "probe",
    "url": "https://developer.nvidia.com/cuda-toolkit",
    "excerpt": "PROBE runtime (recorded 2026-09-15): the CUDA Toolkit page at developer.nvidia.com answered a keyless curl naming CUDA Toolkit \u2014 the compute toolchain this workstation part's developer story stands on is live and crawlable.",
    "fetchedAt": "2026-09-15T17:39:08.000Z"
  }
]