INFRASTRUCTURE

WORLD 06 ATLAS · 8 DOMAINS · 24 SCENES · 1 CONCEPTS

The Infrastructure Reference — every cluster engineering concept.

An exhaustive taxonomy spanning silicon node layouts, lossless fabric topologies, direct-to-chip cooling, distributed checkpoint storage, gang schedulers, and FinOps unit economics.

GPU baseboards, NVLink switches, PCIe/CXL topologies, and HBM memory interfaces.

◈ SCENE

NVLink Mesh & NVSwitch Architecture

▲ COLLAPSE

Dedicated high-speed interconnect fabric within an 8-GPU baseboard.

  • 900 GB/s to 3.6 TB/s bidirectional bandwidth per GPU connects all 8 devices in a non-blocking all-to-all topology.
  • Hardware-level memory load/store operations bypass standard OS driver queues.
  • Forms the scale-up domain for low-latency Tensor Parallelism (TP) and intra-node Pipeline Parallelism (PP).
◈ SCENE

PCIe Gen5 vs CXL Host Bus Limits

▼ EXPAND

Host CPU-to-GPU transfer constraints, page locks, and memory coherency.

◈ SCENE

HBM3e Bandwidth & Roofline Knee

▼ EXPAND

The arithmetic intensity boundary between memory-bound and compute-bound execution.

◈ SCENE

HGX Server Baseboard Anatomy

▼ EXPAND

Structural layout of an enterprise 8-GPU scale-up training server.

▸ ENTRY

Unified Memory & Hardware Coherency

▼ EXPAND

Zero-copy pointer sharing and page fault migration across GPU and CPU address spaces.

Agent-native web · research mode

Experimental WebMCP · evolving community-group draft, not a W3C Standard or on the Standards Track.

Native status: Initializing. Registered: none

DOM → inferred capabilities · WebMCP → declared capabilities. Tools read real CUDA/Inference Atlas content. Calls may highlight temporary UI state. No backend or remote telemetry.

Local harness verifies application logic; it does not demonstrate native discovery or a browser agent.

Input schema
{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "maxLength": 300
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 10
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

Local log: last 100 calls while this panel is open. Inputs may contain personal text; review before sharing.

[]