[
  {
    "id": "amd-mi355x-docs-1",
    "tier": "claimed-docs",
    "url": "https://rocm.docs.amd.com/en/latest/",
    "excerpt": "The foundational libraries, runtimes, and tools for GPU computing on AMD hardware \u2014 math and compute libraries, communication primitives, HIP runtime, profiling and debugging tools, and more.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-2",
    "tier": "claimed-docs",
    "url": "https://rocm.docs.amd.com/en/latest/",
    "excerpt": "Full-stack documentation and recipes to deploy AI workloads on AMD GPUs using popular ROCm-enabled frameworks.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-3",
    "tier": "claimed-docs",
    "url": "https://rocm.docs.amd.com/en/latest/",
    "excerpt": "Inference\n\n*   [vLLM](https://rocm.docs.amd.com/projects/ai-ecosystem/en/latest/inference/vllm.html)\n*   [SGLang](https://rocm.docs.amd.com/projects/ai-ecosystem/en/latest/inference/sglang.html)",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-4",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "HIP C++ Learn the HIP programming model.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-5",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "OpenMP Explore the OpenMP programming model.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-6",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "GPU Partitioning Split compute units and memory to partition a single GPU.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-7",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "AMD SMI Unified user-space tool to manage and monitor GPUs and drivers.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-8",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "ROCm Validation Suite System validation and hardware diagnostics.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-9",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "GPU Operator Deploy and manage Instinct GPUs in Kubernetes clusters.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-10",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "Device Metrics Exporter Prometheus-format GPU metrics for HPC and AI environments.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-11",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "Spur AI-native job scheduler, drop-in compatible with Slurm, with GPU-first scheduling and Raft-based state.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-12",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "Cluster Validation Suite Test scripts that validate AMD AI clusters end to end.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-13",
    "tier": "claimed-docs",
    "url": "https://instinct.docs.amd.com/",
    "excerpt": "AMD Container Toolkit Integrate Instinct GPUs with Docker and container runtimes.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-14",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/accelerators/instinct/mi350/mi355x.html",
    "excerpt": "SR-IOV\n\nYes",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-15",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/accelerators/instinct/mi350/mi355x.html",
    "excerpt": "Up to 2.2X the AI performance vs. competitive accelerators1",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-16",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/accelerators/instinct/mi350/mi355x.html",
    "excerpt": "1.6X Memory Capacity vs. competitive accelerators3",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-docs-17",
    "tier": "claimed-docs",
    "url": "https://www.amd.com/en/products/accelerators/instinct/mi350/mi355x.html",
    "excerpt": "AMD Instinct\u2122 MI355X GPUs deliver leadership AI and HPC performance enabling high density infrastructures with 288GB HBM3E memory, 8TB/s bandwidth, and expanded MXFP6 and MXFP4 datatype support.",
    "fetchedAt": "2026-09-15T17:27:02.110Z"
  },
  {
    "id": "amd-mi355x-comm-1",
    "tier": "community",
    "url": "https://chipsandcheese.com/p/amds-cdna-4-architecture-announcement",
    "excerpt": "Compared to Nvidia's B200 SMs, CDNA 4 CUs have half the per-clock throughput across many 16-bit/8-bit data types; AMD still relies on a bigger, higher-clocked GPU to keep an overall matrix throughput lead.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-comm-2",
    "tier": "community",
    "url": "https://chipsandcheese.com/p/amds-cdna-4-architecture-announcement",
    "excerpt": "MI355X's HBM3E subsystem gives it 288GB capacity at 8 TB/s vs Nvidia B200's 180GB at 7.7 TB/s, maintaining AMD's memory capacity/bandwidth lead over Nvidia's largest GPU.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-comm-3",
    "tier": "community",
    "url": "https://chipsandcheese.com/p/amds-cdna-4-architecture-announcement",
    "excerpt": "MI355X's lower CU count vs MI300X causes a slight vector performance reduction, but against Nvidia's Blackwell, AMD's higher core count and clocks still give it a huge vector throughput lead.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-comm-4",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49141073",
    "excerpt": "On every row the B300 beat the MI355X in a wafer.ai comparison; critics say the price comparison (MI355X at $2.5/hr) is unrealistic since no one is easily getting MI355X at that rate, and the B200 test unfairly spans two nodes with a cross-node all-reduce penalty.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-comm-5",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=49141073",
    "excerpt": "Commenters called the wafer.ai MI355X vs B300 benchmark 'lazily written,' noting it never bothered to do TCO on actual ownership and relied on cherry-picked market prices to make AMD look cheaper per hour.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-comm-6",
    "tier": "community",
    "url": "https://news.ycombinator.com/item?id=41808351",
    "excerpt": "On the MI355X (288GB HBM3E) and MI325X announcement, a commenter noted AMD's pricing looks good vs Nvidia H100/B100 at around $15k, but expressed skepticism about AMD's consumer/compute software support translating to good experiences.",
    "fetchedAt": "2026-09-15T17:36:28.896Z"
  },
  {
    "id": "amd-mi355x-probe-1",
    "tier": "probe",
    "url": "https://rocm.docs.amd.com/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://rocm.docs.amd.com/llms.txt # ROCm documentation\n\n> Note: ROCm documentation is split across multiple projects. In addition to this file, each proje",
    "fetchedAt": "2026-09-15T17:37:09.864Z"
  },
  {
    "id": "amd-mi355x-probe-2",
    "tier": "probe",
    "url": "https://rocm.docs.amd.com/en/latest/.md",
    "excerpt": "PROBE docs-md: HTTP 404 at https://rocm.docs.amd.com/en/latest/.md",
    "fetchedAt": "2026-09-15T17:37:09.864Z"
  },
  {
    "id": "amd-mi355x-probe-3",
    "tier": "probe",
    "url": "https://rocm.docs.amd.com/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://rocm.docs.amd.com/openapi.json, https://rocm.docs.amd.com/swagger.json, https://rocm.docs.amd.com/api/openapi.json, https://rocm.docs.amd.com/.well-known/openapi.json)",
    "fetchedAt": "2026-09-15T17:37:09.864Z"
  },
  {
    "id": "amd-mi355x-probe-rt-1",
    "tier": "probe",
    "url": "https://rocm.docs.amd.com/en/latest/",
    "excerpt": "PROBE runtime (recorded 2026-09-15): the ROCm documentation at rocm.docs.amd.com answered a keyless curl naming ROCm \u2014 the MI355X's entire developer toolchain surface is 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"
  }
]