{
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          "note": "Cu · Si · Li · REE · Au · Sn"
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          "kind": "silicon",
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          "cluster": "edge",
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          "stack": "edge",
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          "kind": "memory",
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          "cluster": "prefix",
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          "note": "Register / capacitor state"
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          "id": "regfile",
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          "cluster": "memory",
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          "id": "pfx-0",
          "label": "0: function",
          "cluster": "prefix",
          "kind": "prefix",
          "stack": "code",
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          "cluster": "silicon",
          "kind": "silicon",
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          "id": "pfx-p3",
          "label": "+3: output",
          "cluster": "prefix",
          "kind": "prefix",
          "stack": "code",
          "note": "Display / HBM / print"
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          "cluster": "memory",
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          "stack": "memory",
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      "id": "carrier-path",
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          "label": "Lumen (CenturyLink/Qwest/Level3)",
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          "kind": "company",
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          "label": "Last-mile ISP plant",
          "cluster": "distro",
          "kind": "distro",
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          "id": "net-l3",
          "label": "IP / L3",
          "cluster": "edge",
          "kind": "edge",
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          "note": "Routing · traceroute"
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          "id": "co-cf",
          "label": "Cloudflare",
          "cluster": "company",
          "kind": "company",
          "stack": "company",
          "note": "Anycast edge · 1.1.1.1 class"
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          "label": "Cloudflare edge",
          "cluster": "edge",
          "kind": "edge",
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          "note": "POP · anycast"
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          "id": "pkg-cdn",
          "label": "Package CDN",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "cdn.fornevercollective.com/qbit/v1"
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          "label": "code-type-graph-hub",
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          "kind": "app",
          "stack": "app",
          "note": "This funnel map"
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      "id": "gov-ladder",
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          "id": "gov-icann",
          "label": "ICANN",
          "cluster": "gov",
          "kind": "gov",
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          "cluster": "gov",
          "kind": "gov",
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          "label": "ARIN (1997)",
          "cluster": "netgov",
          "kind": "rir",
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          "label": "LARK R0 · user glass",
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          "kind": "gov",
          "stack": "gov",
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          "kind": "gov",
          "stack": "gov",
          "note": "House · modem hop"
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          "id": "gov-lark-r5",
          "label": "LARK R5 · CDN / public",
          "cluster": "gov",
          "kind": "gov",
          "stack": "gov",
          "note": "Public Pages · CDN"
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          "label": "gov-tree-hub",
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          "kind": "app",
          "stack": "app",
          "note": "Governance super hub"
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          "i": 1,
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          "label": "TSMC",
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          "kind": "oem",
          "stack": "oem",
          "note": "Leading foundry · N3/N2 class"
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          "label": "System integrate",
          "cluster": "mfg",
          "kind": "mfg",
          "stack": "mfg",
          "note": "Server · phone · GPU card · appliance"
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          "label": "Colo / meet-me",
          "cluster": "distro",
          "kind": "distro",
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          "note": "Equinix · Digital Realty · Sabey"
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          "i": 4,
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          "label": "Amazon / AWS",
          "cluster": "company",
          "kind": "company",
          "stack": "company",
          "note": "us-west-2 Boardman/Umatilla · FC cluster"
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          "i": 5,
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          "kind": "company",
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          "label": "Cloudflare edge",
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          "kind": "edge",
          "stack": "edge",
          "note": "POP · anycast"
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          "i": 3,
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          "label": "quantum-gutter",
          "cluster": "app",
          "kind": "app",
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          "note": "Prefix showcase"
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          "cluster": "app",
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          "note": "Lang signal map"
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          "label": "map-hub",
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          "kind": "app",
          "stack": "app",
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      "id": "ironline-5min",
      "label": "IronLine → Quantum Gutter → Paint",
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      "budgetMs": 135.5513,
      "budgetMin": 5,
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          "i": 1,
          "id": "il-l0",
          "label": "Iron L0 Super Speed",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "qbit-raw · μgrad · steno · T5 3.2ns/line"
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          "i": 2,
          "id": "mu-speed",
          "label": "μgrad / μ-speed",
          "cluster": "mu",
          "kind": "mu",
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          "note": "Super-speed tensor path · L0"
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          "i": 3,
          "id": "il-l1",
          "label": "Iron L1 Terminal+Search",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "HexTerm · qbit-search · local"
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        {
          "i": 4,
          "id": "il-l2",
          "label": "Iron L2 Commander",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "Agent dispatch · AI race"
        },
        {
          "i": 5,
          "id": "il-l3",
          "label": "Iron L3 Quantum Gutter",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "quantum-gutter · jawta · uvqbit · classify"
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        {
          "i": 6,
          "id": "qb-prefix",
          "label": "Prefix classify",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
        },
        {
          "i": 7,
          "id": "app-gutter",
          "label": "quantum-gutter",
          "cluster": "app",
          "kind": "app",
          "stack": "app",
          "note": "Prefix showcase"
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        {
          "i": 8,
          "id": "il-l4",
          "label": "Iron L4 Notepad",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "quantum-notepad · kbatch"
        },
        {
          "i": 9,
          "id": "il-l5",
          "label": "Iron L5 RNDR/Paint",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "hexcast · studio · paint frame 60fps"
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        {
          "i": 10,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
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      "url": "https://code.ugrad.ai/?route=ironline-5min"
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    {
      "id": "qbinary-to-paint",
      "label": "Quantum binary → Paint",
      "teach": "beyondBINARY address path to RNDR paint.",
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          "i": 1,
          "id": "source",
          "label": "Source text",
          "cluster": "code",
          "kind": "code",
          "stack": "code",
          "note": "17+ languages"
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          "id": "classify",
          "label": "Classify engine",
          "cluster": "prefix",
          "kind": "engine",
          "stack": "code",
          "note": "quantum-prefixes.js · sub-µs"
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          "i": 3,
          "id": "qb-raw",
          "label": "Raw bits {0,1}",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "Classical binary stream"
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        {
          "i": 4,
          "id": "qb-qbit",
          "label": "Quantum binary (beyondBINARY)",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "{+1,1,-1,+0,0,-0,+n,n,-n} address"
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          "i": 5,
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          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
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        {
          "i": 6,
          "id": "qb-circuit",
          "label": "Quantum circuit",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "prefix→gate · QASM"
        },
        {
          "i": 7,
          "id": "qb-measure",
          "label": "Measure / collapse",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "M gate · state readout"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=qbinary-to-paint"
    },
    {
      "id": "mobile-sync-image",
      "label": "Browser↔mobile → servers → image paint",
      "teach": "Device relay HERE/THERE then paint.",
      "family": "paint",
      "budgetMs": 93.5,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "sync-browser",
          "label": "Browser issue",
          "cluster": "scenario",
          "kind": "scenario",
          "stack": "scenario",
          "note": "Client bug / desync / cache"
        },
        {
          "i": 2,
          "id": "sync-mobile",
          "label": "Mobile device",
          "cluster": "scenario",
          "kind": "scenario",
          "stack": "scenario",
          "note": "Continuity / phone cam / tether"
        },
        {
          "i": 3,
          "id": "sp-bc",
          "label": "BroadcastChannel spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Tab bus · iron-line"
        },
        {
          "i": 4,
          "id": "net-l7",
          "label": "HTTP/3 · QUIC",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "App protocol"
        },
        {
          "i": 5,
          "id": "edge-cf",
          "label": "Cloudflare edge",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "POP · anycast"
        },
        {
          "i": 6,
          "id": "sync-image",
          "label": "Image load result",
          "cluster": "scenario",
          "kind": "scenario",
          "stack": "scenario",
          "note": "Decoded frame ready to paint"
        },
        {
          "i": 7,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        },
        {
          "i": 8,
          "id": "il-l5",
          "label": "Iron L5 RNDR/Paint",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "hexcast · studio · paint frame 60fps"
        }
      ],
      "url": "https://code.ugrad.ai/?route=mobile-sync-image"
    },
    {
      "id": "neural-backup",
      "label": "Neural + backup potential",
      "teach": "Neural intent → steno encode → BC; if fail, backup HTTP → gutter → paint.",
      "family": "other",
      "budgetMs": 44.622,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "mu-neural",
          "label": "Neural connection",
          "cluster": "mu",
          "kind": "mu",
          "stack": "mu",
          "note": "Cortical loop bus · iron-line channel"
        },
        {
          "i": 2,
          "id": "mu-steno",
          "label": "Steno encode",
          "cluster": "mu",
          "kind": "mu",
          "stack": "mu",
          "note": "72μs overhead · route history"
        },
        {
          "i": 3,
          "id": "mu-bc",
          "label": "BroadcastChannel bus",
          "cluster": "mu",
          "kind": "mu",
          "stack": "mu",
          "note": "quantum-prefixes · iron-line · hexterm"
        },
        {
          "i": 4,
          "id": "mu-backup",
          "label": "Backup route",
          "cluster": "mu",
          "kind": "mu",
          "stack": "mu",
          "note": "Redundant path · failover hop"
        },
        {
          "i": 5,
          "id": "net-l7",
          "label": "HTTP/3 · QUIC",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "App protocol"
        },
        {
          "i": 6,
          "id": "il-l3",
          "label": "Iron L3 Quantum Gutter",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "quantum-gutter · jawta · uvqbit · classify"
        },
        {
          "i": 7,
          "id": "il-l5",
          "label": "Iron L5 RNDR/Paint",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "hexcast · studio · paint frame 60fps"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=neural-backup"
    },
    {
      "id": "lang-structure",
      "label": "Any language → 11 structures",
      "teach": "All 58 langs map to same 11 structure atoms for AI+human learning.",
      "family": "other",
      "budgetMs": 0.10044600000000001,
      "budgetMin": 2,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "lang-python",
          "label": "python",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "quantum-prefixes · 11-symbol classify · python"
        },
        {
          "i": 2,
          "id": "source",
          "label": "Source text",
          "cluster": "code",
          "kind": "code",
          "stack": "code",
          "note": "17+ languages"
        },
        {
          "i": 3,
          "id": "classify",
          "label": "Classify engine",
          "cluster": "prefix",
          "kind": "engine",
          "stack": "code",
          "note": "quantum-prefixes.js · sub-µs"
        },
        {
          "i": 4,
          "id": "st-func",
          "label": "function / method",
          "cluster": "structure",
          "kind": "structure",
          "stack": "structure",
          "note": "Execution core"
        },
        {
          "i": 5,
          "id": "st-var",
          "label": "variable / bind",
          "cluster": "structure",
          "kind": "structure",
          "stack": "structure",
          "note": "Register / state"
        },
        {
          "i": 6,
          "id": "st-import",
          "label": "import / include",
          "cluster": "structure",
          "kind": "structure",
          "stack": "structure",
          "note": "Load path · LD/ST"
        },
        {
          "i": 7,
          "id": "st-out",
          "label": "output / print",
          "cluster": "structure",
          "kind": "structure",
          "stack": "structure",
          "note": "Display · HBM · paint"
        },
        {
          "i": 8,
          "id": "qb-prefix",
          "label": "Prefix classify",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
        }
      ],
      "url": "https://code.ugrad.ai/?route=lang-structure"
    },
    {
      "id": "entire-infra-to-paint",
      "label": "ENTIRE INFRASTRUCTURE → Paint (TECH CLASS)",
      "teach": "Root tech-class → toolchains (uv/npm/cargo) → compilers (rustc/LLVM/nvcc) → machine binary → quantum binary → GPU spool → framebuffer paint · Iron L5.",
      "family": "paint",
      "budgetMs": 425.9771,
      "budgetMin": 5,
      "hops": 19,
      "steps": [
        {
          "i": 1,
          "id": "tech-class",
          "label": "TECH CLASS root",
          "cluster": "techclass",
          "kind": "techclass",
          "stack": "techclass",
          "note": "AI ontology: toolchain→compile→binary→q-binary→math/GPU→spool→paint"
        },
        {
          "i": 2,
          "id": "pm-uv",
          "label": "uv",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Rust-speed Python pkg + venv · lock"
        },
        {
          "i": 3,
          "id": "pm-cargo",
          "label": "cargo / crates.io",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Rust crates · build"
        },
        {
          "i": 4,
          "id": "pm-npm",
          "label": "npm / yarn / pnpm",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "JS package registry · node_modules"
        },
        {
          "i": 5,
          "id": "cc-rustc",
          "label": "rustc",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "Rust compiler · LLVM"
        },
        {
          "i": 6,
          "id": "cc-llvm",
          "label": "LLVM / MLIR",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "IR · optimize · backend"
        },
        {
          "i": 7,
          "id": "ir-machine",
          "label": "Machine code",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "ISA bytes · L1i fetch"
        },
        {
          "i": 8,
          "id": "qb-raw",
          "label": "Raw bits {0,1}",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "Classical binary stream"
        },
        {
          "i": 9,
          "id": "qb-qbit",
          "label": "Quantum binary (beyondBINARY)",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "{+1,1,-1,+0,0,-0,+n,n,-n} address"
        },
        {
          "i": 10,
          "id": "qb-prefix",
          "label": "Prefix classify",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
        },
        {
          "i": 11,
          "id": "qb-circuit",
          "label": "Quantum circuit",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "prefix→gate · QASM"
        },
        {
          "i": 12,
          "id": "math-torch",
          "label": "PyTorch",
          "cluster": "math",
          "kind": "math",
          "stack": "math",
          "note": "Tensors · autograd · CUDA"
        },
        {
          "i": 13,
          "id": "gpu-cuda",
          "label": "CUDA runtime",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "NVIDIA kernels · streams"
        },
        {
          "i": 14,
          "id": "gpu-sched",
          "label": "GPU scheduler",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Command queue · spool"
        },
        {
          "i": 15,
          "id": "sp-render-queue",
          "label": "Render command buffer",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "GPU submit spool"
        },
        {
          "i": 16,
          "id": "gpu-sm",
          "label": "GPU SM / CU",
          "cluster": "silicon",
          "kind": "silicon",
          "stack": "silicon",
          "note": "Warp · tensor · Blackwell map"
        },
        {
          "i": 17,
          "id": "sp-frame-buf",
          "label": "Framebuffer spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Double/triple buffer paint"
        },
        {
          "i": 18,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        },
        {
          "i": 19,
          "id": "il-l5",
          "label": "Iron L5 RNDR/Paint",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "hexcast · studio · paint frame 60fps"
        }
      ],
      "url": "https://code.ugrad.ai/?route=entire-infra-to-paint"
    },
    {
      "id": "crates-to-paint",
      "label": "crates.io → rustc → binary → paint",
      "teach": "Rust crate graph cargo-built through LLVM to machine code, lifted to quantum-binary classify, GPU present.",
      "family": "paint",
      "budgetMs": 350.127246,
      "budgetMin": 5,
      "hops": 11,
      "steps": [
        {
          "i": 1,
          "id": "lang-rust",
          "label": "rust",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "quantum-prefixes · 11-symbol classify · rust"
        },
        {
          "i": 2,
          "id": "pm-cargo",
          "label": "cargo / crates.io",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Rust crates · build"
        },
        {
          "i": 3,
          "id": "cc-rustc",
          "label": "rustc",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "Rust compiler · LLVM"
        },
        {
          "i": 4,
          "id": "cc-llvm",
          "label": "LLVM / MLIR",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "IR · optimize · backend"
        },
        {
          "i": 5,
          "id": "ir-machine",
          "label": "Machine code",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "ISA bytes · L1i fetch"
        },
        {
          "i": 6,
          "id": "qb-raw",
          "label": "Raw bits {0,1}",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "Classical binary stream"
        },
        {
          "i": 7,
          "id": "qb-prefix",
          "label": "Prefix classify",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
        },
        {
          "i": 8,
          "id": "il-l3",
          "label": "Iron L3 Quantum Gutter",
          "cluster": "iron",
          "kind": "iron",
          "stack": "iron",
          "note": "quantum-gutter · jawta · uvqbit · classify"
        },
        {
          "i": 9,
          "id": "gpu-webgpu",
          "label": "WebGPU",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Browser GPU · paint path"
        },
        {
          "i": 10,
          "id": "sp-frame-buf",
          "label": "Framebuffer spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Double/triple buffer paint"
        },
        {
          "i": 11,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=crates-to-paint"
    },
    {
      "id": "python-uv-ruff-paint",
      "label": "uv + hatch + ruff → Torch/CUDA → paint",
      "teach": "Modern Python toolchain: hatch project, uv lock, ruff lint, torch CUDA kernels, stream spool, paint.",
      "family": "paint",
      "budgetMs": 51.000246,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "lang-python",
          "label": "python",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "quantum-prefixes · 11-symbol classify · python"
        },
        {
          "i": 2,
          "id": "pm-hatch",
          "label": "hatch",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Python project/build env"
        },
        {
          "i": 3,
          "id": "pm-uv",
          "label": "uv",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Rust-speed Python pkg + venv · lock"
        },
        {
          "i": 4,
          "id": "pm-ruff",
          "label": "ruff",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Python lint+format · UV-speed class"
        },
        {
          "i": 5,
          "id": "math-torch",
          "label": "PyTorch",
          "cluster": "math",
          "kind": "math",
          "stack": "math",
          "note": "Tensors · autograd · CUDA"
        },
        {
          "i": 6,
          "id": "gpu-cuda",
          "label": "CUDA runtime",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "NVIDIA kernels · streams"
        },
        {
          "i": 7,
          "id": "sp-cuda-stream",
          "label": "CUDA stream spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Async kernel queue"
        },
        {
          "i": 8,
          "id": "gpu-sm",
          "label": "GPU SM / CU",
          "cluster": "silicon",
          "kind": "silicon",
          "stack": "silicon",
          "note": "Warp · tensor · Blackwell map"
        },
        {
          "i": 9,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=python-uv-ruff-paint"
    },
    {
      "id": "lamp-to-browser-paint",
      "label": "LAMP → HTTP → browser paint",
      "teach": "Classic LAMP serves PHP; browser receives HTML/bytes and paints via canvas/WebGPU path.",
      "family": "paint",
      "budgetMs": 100.0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "st-lamp",
          "label": "LAMP stack",
          "cluster": "stackclass",
          "kind": "stackclass",
          "stack": "stackclass",
          "note": "Linux · Apache · MySQL · PHP"
        },
        {
          "i": 2,
          "id": "pm-composer",
          "label": "composer",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "PHP packages · LAMP"
        },
        {
          "i": 3,
          "id": "cc-php",
          "label": "php-fpm",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "PHP · LAMP runtime"
        },
        {
          "i": 4,
          "id": "net-l7",
          "label": "HTTP/3 · QUIC",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "App protocol"
        },
        {
          "i": 5,
          "id": "sync-browser",
          "label": "Browser issue",
          "cluster": "scenario",
          "kind": "scenario",
          "stack": "scenario",
          "note": "Client bug / desync / cache"
        },
        {
          "i": 6,
          "id": "gpu-webgpu",
          "label": "WebGPU",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Browser GPU · paint path"
        },
        {
          "i": 7,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=lamp-to-browser-paint"
    },
    {
      "id": "go-mod-to-paint",
      "label": "go mod → gc → service → paint",
      "teach": "Go module build to binary service; HTTP to client paint.",
      "family": "paint",
      "budgetMs": 126.010246,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "lang-go",
          "label": "go",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "quantum-prefixes · 11-symbol classify · go"
        },
        {
          "i": 2,
          "id": "pm-go",
          "label": "go mod",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Go modules · proxy"
        },
        {
          "i": 3,
          "id": "cc-go",
          "label": "gc (go compiler)",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "Go compile+link"
        },
        {
          "i": 4,
          "id": "ir-machine",
          "label": "Machine code",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "ISA bytes · L1i fetch"
        },
        {
          "i": 5,
          "id": "net-l7",
          "label": "HTTP/3 · QUIC",
          "cluster": "edge",
          "kind": "edge",
          "stack": "edge",
          "note": "App protocol"
        },
        {
          "i": 6,
          "id": "sync-browser",
          "label": "Browser issue",
          "cluster": "scenario",
          "kind": "scenario",
          "stack": "scenario",
          "note": "Client bug / desync / cache"
        },
        {
          "i": 7,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=go-mod-to-paint"
    },
    {
      "id": "r-cran-to-paint",
      "label": "R / CRAN → plot → paint",
      "teach": "R stats via CRAN; plot device frames to paint output.",
      "family": "paint",
      "budgetMs": 96.016246,
      "budgetMin": 5,
      "hops": 6,
      "steps": [
        {
          "i": 1,
          "id": "lang-r",
          "label": "r",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "classify rules · r"
        },
        {
          "i": 2,
          "id": "pm-cran",
          "label": "CRAN / renv",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "R language packages"
        },
        {
          "i": 3,
          "id": "cc-rlang",
          "label": "R interpreter",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "R eval · vectorize"
        },
        {
          "i": 4,
          "id": "math-r",
          "label": "R stats/math",
          "cluster": "math",
          "kind": "math",
          "stack": "math",
          "note": "stats models · plots"
        },
        {
          "i": 5,
          "id": "sp-frame-buf",
          "label": "Framebuffer spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Double/triple buffer paint"
        },
        {
          "i": 6,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=r-cran-to-paint"
    },
    {
      "id": "decompile-learn",
      "label": "Binary → decompile → re-classify → paint",
      "teach": "Reverse path for AI: machine → objdump/Ghidra → source approx → prefix → paint understanding.",
      "family": "paint",
      "budgetMs": 536.16,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "ir-machine",
          "label": "Machine code",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "ISA bytes · L1i fetch"
        },
        {
          "i": 2,
          "id": "dc-objdump",
          "label": "objdump / llvm-objdump",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "Disassemble binary"
        },
        {
          "i": 3,
          "id": "dc-ghidra",
          "label": "Ghidra / IDA class",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "Decompiler · reverse"
        },
        {
          "i": 4,
          "id": "source",
          "label": "Source text",
          "cluster": "code",
          "kind": "code",
          "stack": "code",
          "note": "17+ languages"
        },
        {
          "i": 5,
          "id": "classify",
          "label": "Classify engine",
          "cluster": "prefix",
          "kind": "engine",
          "stack": "code",
          "note": "quantum-prefixes.js · sub-µs"
        },
        {
          "i": 6,
          "id": "qb-prefix",
          "label": "Prefix classify",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "11 symbols · sub-μs"
        },
        {
          "i": 7,
          "id": "app-gutter",
          "label": "quantum-gutter",
          "cluster": "app",
          "kind": "app",
          "stack": "app",
          "note": "Prefix showcase"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=decompile-learn"
    },
    {
      "id": "gpu-spool-paint",
      "label": "GPU handling + spool → paint",
      "teach": "Driver → API → scheduler → command buffer spool → SM → VRAM → framebuffer → present.",
      "family": "paint",
      "budgetMs": 23.016,
      "budgetMin": 2,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "gpu-driver",
          "label": "GPU driver",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Kernel mode · ioctl"
        },
        {
          "i": 2,
          "id": "gpu-webgpu",
          "label": "WebGPU",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Browser GPU · paint path"
        },
        {
          "i": 3,
          "id": "gpu-sched",
          "label": "GPU scheduler",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Command queue · spool"
        },
        {
          "i": 4,
          "id": "sp-render-queue",
          "label": "Render command buffer",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "GPU submit spool"
        },
        {
          "i": 5,
          "id": "gpu-sm",
          "label": "GPU SM / CU",
          "cluster": "silicon",
          "kind": "silicon",
          "stack": "silicon",
          "note": "Warp · tensor · Blackwell map"
        },
        {
          "i": 6,
          "id": "gpu-vram",
          "label": "VRAM / HBM",
          "cluster": "gpu",
          "kind": "gpu",
          "stack": "gpu",
          "note": "Framebuffer store"
        },
        {
          "i": 7,
          "id": "sp-frame-buf",
          "label": "Framebuffer spool",
          "cluster": "spool",
          "kind": "spool",
          "stack": "spool",
          "note": "Double/triple buffer paint"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=gpu-spool-paint"
    },
    {
      "id": "github-vs-grok-structure",
      "label": "GitHub org tree vs xAI/Grok org tree",
      "teach": "Microsoft→GitHub (repos, Actions, Copilot, Packages) vs xAI (Grok, Imagine, Colossus, API) vs Cursor Composer scaffold. Same internet root (IANA).",
      "family": "gov",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 12,
      "steps": [
        {
          "i": 1,
          "id": "org-msft",
          "label": "Microsoft",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Parent of GitHub · Azure · VS Code · stack: C#/.NET, TypeScript, C++"
        },
        {
          "i": 2,
          "id": "org-github",
          "label": "GitHub",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Dev platform under Microsoft · stack: Ruby class legacy, Go services, TypeScript"
        },
        {
          "i": 3,
          "id": "gh-repos",
          "label": "Repositories / git",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Source of truth"
        },
        {
          "i": 4,
          "id": "gh-actions",
          "label": "Actions CI/CD",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Workflows · runners"
        },
        {
          "i": 5,
          "id": "gh-copilot",
          "label": "Copilot",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "AI pair · agent coding"
        },
        {
          "i": 6,
          "id": "org-xai",
          "label": "xAI",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Grok · Imagine · Colossus · research · stack: Python train, Rust/C++ serve class, TS clients"
        },
        {
          "i": 7,
          "id": "xai-grok",
          "label": "Grok models",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Chat · reason · tools"
        },
        {
          "i": 8,
          "id": "xai-colossus",
          "label": "Colossus",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "GPU training mega-cluster Memphis"
        },
        {
          "i": 9,
          "id": "xai-api",
          "label": "xAI API",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Inference · products"
        },
        {
          "i": 10,
          "id": "org-anysphere",
          "label": "Anysphere / Cursor",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "AI coding IDE · Composer agent · stack: TypeScript, VS Code fork, Rust/node tooling class"
        },
        {
          "i": 11,
          "id": "cur-composer",
          "label": "Composer",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Multi-step agentic scaffold"
        },
        {
          "i": 12,
          "id": "gov-root-iana",
          "label": "IANA / PTI",
          "cluster": "netgov",
          "kind": "registry",
          "stack": "netgov",
          "note": "Names · numbers · protocol parameters · WHOIS root"
        }
      ],
      "url": "https://code.ugrad.ai/?route=github-vs-grok-structure"
    },
    {
      "id": "internet-gov-figjam",
      "label": "IANA → RIRs (FigJam registry structure)",
      "teach": "IANA root → WHOIS/zone → RIPE/ARIN/APNIC/LACNIC/AFRINIC — actual internet number/name governance.",
      "family": "gov",
      "budgetMs": 0.0,
      "budgetMin": 3,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "gov-icann-pol",
          "label": "ICANN policy",
          "cluster": "netgov",
          "kind": "registry",
          "stack": "netgov",
          "note": "Names & numbers policy"
        },
        {
          "i": 2,
          "id": "gov-root-iana",
          "label": "IANA / PTI",
          "cluster": "netgov",
          "kind": "registry",
          "stack": "netgov",
          "note": "Names · numbers · protocol parameters · WHOIS root"
        },
        {
          "i": 3,
          "id": "gov-whois",
          "label": "WHOIS / RDAP",
          "cluster": "netgov",
          "kind": "registry",
          "stack": "netgov",
          "note": "Public registration query"
        },
        {
          "i": 4,
          "id": "gov-zone",
          "label": "Root zone / zone files",
          "cluster": "netgov",
          "kind": "registry",
          "stack": "netgov",
          "note": "DNS root zone data"
        },
        {
          "i": 5,
          "id": "gov-ripe",
          "label": "RIPE NCC (1992)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Europe · Middle East · Central Asia"
        },
        {
          "i": 6,
          "id": "gov-arin",
          "label": "ARIN (1997)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "North America"
        },
        {
          "i": 7,
          "id": "gov-apnic",
          "label": "APNIC (1993)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Asia Pacific"
        },
        {
          "i": 8,
          "id": "gov-lacnic",
          "label": "LACNIC (2002)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Latin America · Caribbean"
        },
        {
          "i": 9,
          "id": "gov-afrinic",
          "label": "AFRINIC (2005)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Africa"
        }
      ],
      "url": "https://code.ugrad.ai/?route=internet-gov-figjam"
    },
    {
      "id": "cloud-signal-flow",
      "label": "Cloud signal flow (CF · GCP · Azure · AWS)",
      "teach": "FigJam-style cloud parents with service columns; platforms GitHub/npm/Vercel/Firebase hang off clouds.",
      "family": "cloud",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "cloud-cf",
          "label": "Cloudflare",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "CDN · edge · workers · DNS · security · stack: Rust edge, JS Workers, TS"
        },
        {
          "i": 2,
          "id": "cloud-gcp",
          "label": "GCP",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "Google Cloud Platform · stack: Go/Java/Python, gcloud, TS"
        },
        {
          "i": 3,
          "id": "cloud-azure",
          "label": "Azure",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "Microsoft Azure · stack: C#, TypeScript, Python"
        },
        {
          "i": 4,
          "id": "cloud-aws",
          "label": "AWS",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "Amazon Web Services · stack: Java/Go/Rust services, CloudFormation/CDK, TS SDK"
        },
        {
          "i": 5,
          "id": "plat-github",
          "label": "GitHub",
          "cluster": "platform",
          "kind": "platform",
          "stack": "platform",
          "note": "Code host · Actions · Packages · Copilot"
        },
        {
          "i": 6,
          "id": "plat-npm",
          "label": "npm registry",
          "cluster": "platform",
          "kind": "platform",
          "stack": "platform",
          "note": "JS package registry"
        },
        {
          "i": 7,
          "id": "plat-vercel",
          "label": "Vercel",
          "cluster": "platform",
          "kind": "platform",
          "stack": "platform",
          "note": "Frontend cloud · edge"
        },
        {
          "i": 8,
          "id": "plat-firebase",
          "label": "Firebase",
          "cluster": "platform",
          "kind": "platform",
          "stack": "platform",
          "note": "BaaS · under GCP"
        },
        {
          "i": 9,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=cloud-signal-flow"
    },
    {
      "id": "product-grok-to-device",
      "label": "Grok product → Composer → Colossus → paint/device",
      "teach": "Place Grok at top; flow org → model → Colossus train → API → Cursor scaffold → GitHub → browser paint.",
      "family": "spacex",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "xai-grok",
          "label": "Grok models",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Chat · reason · tools"
        },
        {
          "i": 2,
          "id": "org-xai",
          "label": "xAI",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Grok · Imagine · Colossus · research · stack: Python train, Rust/C++ serve class, TS clients"
        },
        {
          "i": 3,
          "id": "xai-colossus",
          "label": "Colossus",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "GPU training mega-cluster Memphis"
        },
        {
          "i": 4,
          "id": "xai-api",
          "label": "xAI API",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Inference · products"
        },
        {
          "i": 5,
          "id": "cur-composer",
          "label": "Composer",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Multi-step agentic scaffold"
        },
        {
          "i": 6,
          "id": "org-github",
          "label": "GitHub",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Dev platform under Microsoft · stack: Ruby class legacy, Go services, TypeScript"
        },
        {
          "i": 7,
          "id": "gh-repos",
          "label": "Repositories / git",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Source of truth"
        },
        {
          "i": 8,
          "id": "plat-vercel",
          "label": "Vercel",
          "cluster": "platform",
          "kind": "platform",
          "stack": "platform",
          "note": "Frontend cloud · edge"
        },
        {
          "i": 9,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=product-grok-to-device"
    },
    {
      "id": "imagine-to-device",
      "label": "Imagine → Composer → Colossus → browser/device",
      "teach": "Product Imagine at top → Cursor Composer scaffold → Colossus train → API → Chrome/WebGPU → 1080p/4K + GPU/RAM/display.",
      "family": "spacex",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 10,
      "steps": [
        {
          "i": 1,
          "id": "prod-imagine",
          "label": "Imagine",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI image/video gen · code: Python train, diffusion/video class, TS web viewer, WASM/WebGPU paint"
        },
        {
          "i": 2,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        },
        {
          "i": 3,
          "id": "factory-colossus",
          "label": "Colossus (factory)",
          "cluster": "factory",
          "kind": "factory",
          "stack": "factory",
          "note": "NVIDIA H100/H200/GB200 class · Spectrum-X · train/serve Grok-class"
        },
        {
          "i": 4,
          "id": "xai-api",
          "label": "xAI API",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Inference · products"
        },
        {
          "i": 5,
          "id": "dev-chrome",
          "label": "Chrome / Edge (Blink)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "Chromium · WebGPU/WebGL"
        },
        {
          "i": 6,
          "id": "res-1920x1080",
          "label": "1920×1080",
          "cluster": "device",
          "kind": "resolution",
          "stack": "device",
          "note": "FHD 1080p"
        },
        {
          "i": 7,
          "id": "res-3840x2160",
          "label": "3840×2160",
          "cluster": "device",
          "kind": "resolution",
          "stack": "device",
          "note": "4K UHD"
        },
        {
          "i": 8,
          "id": "comp-gpu",
          "label": "GPU / NPU",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "Paint · ML accel"
        },
        {
          "i": 9,
          "id": "comp-display",
          "label": "Display panel",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "LCD/OLED/micro-OLED"
        },
        {
          "i": 10,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=imagine-to-device"
    },
    {
      "id": "optimus-to-device",
      "label": "Optimus → Dojo → robot/device BOM",
      "teach": "Optimus product → Composer → Dojo train → robot form → cameras/IMU/SoC → operator tablet.",
      "family": "spacex",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "prod-optimus",
          "label": "Optimus",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid robot product · code: C++/Python robotics, sim, vision train (Dojo), fleet tools TS"
        },
        {
          "i": 2,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        },
        {
          "i": 3,
          "id": "factory-dojo",
          "label": "Dojo (factory)",
          "cluster": "factory",
          "kind": "factory",
          "stack": "factory",
          "note": "Tesla D1/tile/cabinet · autonomy & robotics train"
        },
        {
          "i": 4,
          "id": "form-robot",
          "label": "Robot body",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "Optimus-class"
        },
        {
          "i": 5,
          "id": "comp-camera",
          "label": "Camera module",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "RGB · depth · tracking"
        },
        {
          "i": 6,
          "id": "comp-imu",
          "label": "IMU / tracking",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "6DoF · SLAM sensors"
        },
        {
          "i": 7,
          "id": "comp-soc",
          "label": "SoC (Snapdragon / Apple / Tesla HW)",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "CPU+GPU+NPU die"
        },
        {
          "i": 8,
          "id": "form-tablet",
          "label": "Tablet",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "iPad/Android tablet"
        },
        {
          "i": 9,
          "id": "res-1920x1080",
          "label": "1920×1080",
          "cluster": "device",
          "kind": "resolution",
          "stack": "device",
          "note": "FHD 1080p"
        }
      ],
      "url": "https://code.ugrad.ai/?route=optimus-to-device"
    },
    {
      "id": "grok-to-device",
      "label": "Grok → Colossus → phone/desktop",
      "teach": "Grok → Composer → Colossus → API → phone 390×844 + desktop 1080p.",
      "family": "spacex",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 2,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        },
        {
          "i": 3,
          "id": "factory-colossus",
          "label": "Colossus (factory)",
          "cluster": "factory",
          "kind": "factory",
          "stack": "factory",
          "note": "NVIDIA H100/H200/GB200 class · Spectrum-X · train/serve Grok-class"
        },
        {
          "i": 4,
          "id": "xai-api",
          "label": "xAI API",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Inference · products"
        },
        {
          "i": 5,
          "id": "form-phone",
          "label": "Phone",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "Handset"
        },
        {
          "i": 6,
          "id": "res-390x844",
          "label": "390×844",
          "cluster": "device",
          "kind": "resolution",
          "stack": "device",
          "note": "iPhone class"
        },
        {
          "i": 7,
          "id": "dev-chrome",
          "label": "Chrome / Edge (Blink)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "Chromium · WebGPU/WebGL"
        },
        {
          "i": 8,
          "id": "dev-safari",
          "label": "Safari (WebKit)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "iOS/macOS WebKit"
        },
        {
          "i": 9,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=grok-to-device"
    },
    {
      "id": "starlink-to-device",
      "label": "Starlink → terminal/phone components",
      "teach": "Starlink product → dish form → radio/GNSS/SoC → phone/desktop apps.",
      "family": "spacex",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "prod-starlink",
          "label": "Starlink",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "LEO broadband product · code: embedded C/C++/Rust class, Go/services, mobile apps, NOC dashboards"
        },
        {
          "i": 2,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        },
        {
          "i": 3,
          "id": "form-dish",
          "label": "Starlink terminal",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "User dish / router"
        },
        {
          "i": 4,
          "id": "comp-radio",
          "label": "Radio (Wi‑Fi / 5G / Starlink)",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "Connectivity"
        },
        {
          "i": 5,
          "id": "comp-gnss",
          "label": "GNSS",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "GPS/Galileo class"
        },
        {
          "i": 6,
          "id": "comp-soc",
          "label": "SoC (Snapdragon / Apple / Tesla HW)",
          "cluster": "device",
          "kind": "component",
          "stack": "device",
          "note": "CPU+GPU+NPU die"
        },
        {
          "i": 7,
          "id": "form-phone",
          "label": "Phone",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "Handset"
        },
        {
          "i": 8,
          "id": "res-390x844",
          "label": "390×844",
          "cluster": "device",
          "kind": "resolution",
          "stack": "device",
          "note": "iPhone class"
        }
      ],
      "url": "https://code.ugrad.ai/?route=starlink-to-device"
    },
    {
      "id": "vr-resolutions",
      "label": "VR resolution ladder (Figma VR_Resolutions_00)",
      "teach": "DK1 → Quest 2 → Pro 2 → Varjo · Quest 3 · Vision Pro class — paint targets.",
      "family": "other",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 10,
      "steps": [
        {
          "i": 1,
          "id": "vr-640x800",
          "label": "640×800 · Oculus DK1",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "DK1"
        },
        {
          "i": 2,
          "id": "vr-1080x1200",
          "label": "1080×1200 · CV1 / Vive / WMR",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Rift CV1 · Vive · WMR"
        },
        {
          "i": 3,
          "id": "vr-1440x1600",
          "label": "1440×1600 · Quest / Index / Odyssey",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Quest · Index · Odyssey · Vive Pro"
        },
        {
          "i": 4,
          "id": "vr-1832x1920",
          "label": "1832×1920 · Quest 2",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Quest 2"
        },
        {
          "i": 5,
          "id": "vr-2448x2448",
          "label": "2448×2448 · Vive Pro 2 / Focus 3",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Vive Pro 2 · Focus 3"
        },
        {
          "i": 6,
          "id": "vr-2880x2720",
          "label": "2880×2720 · Varjo Aero",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Varjo Aero"
        },
        {
          "i": 7,
          "id": "vr-quest3",
          "label": "Quest 3 / 3S class",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "Meta Horizon · pancake lenses"
        },
        {
          "i": 8,
          "id": "vr-apple-vp",
          "label": "Apple Vision Pro class",
          "cluster": "device",
          "kind": "vr-resolution",
          "stack": "device",
          "note": "visionOS · high PPI"
        },
        {
          "i": 9,
          "id": "form-hmd",
          "label": "VR / XR headset",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "Quest · Vive · Vision Pro"
        },
        {
          "i": 10,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=vr-resolutions"
    },
    {
      "id": "us-map-layers",
      "label": "US map layers (Figma us.map)",
      "teach": "Time zones · voter districts · ARPANET heritage · Starbase · Memphis Colossus.",
      "family": "other",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "geo-us-tz",
          "label": "US time zones",
          "cluster": "geo",
          "kind": "geo",
          "stack": "geo",
          "note": "Pacific · Mountain · Central · Eastern · Alaska · Hawaii"
        },
        {
          "i": 2,
          "id": "geo-us-voter",
          "label": "US voter / congressional districts",
          "cluster": "geo",
          "kind": "geo",
          "stack": "geo",
          "note": "District mapping layer"
        },
        {
          "i": 3,
          "id": "geo-arpanet",
          "label": "ARPANET heritage",
          "cluster": "geo",
          "kind": "geo",
          "stack": "geo",
          "note": "Early net topology class"
        },
        {
          "i": 4,
          "id": "geo-starbase",
          "label": "Starbase / SBX pin",
          "cluster": "geo",
          "kind": "geo",
          "stack": "geo",
          "note": "SpaceX Texas site class"
        },
        {
          "i": 5,
          "id": "geo-memphis",
          "label": "Memphis Colossus site",
          "cluster": "geo",
          "kind": "geo",
          "stack": "geo",
          "note": "xAI train campus class"
        },
        {
          "i": 6,
          "id": "factory-colossus",
          "label": "Colossus (factory)",
          "cluster": "factory",
          "kind": "factory",
          "stack": "factory",
          "note": "NVIDIA H100/H200/GB200 class · Spectrum-X · train/serve Grok-class"
        },
        {
          "i": 7,
          "id": "prod-spacex",
          "label": "SpaceX",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Launch · Starship · ops · code: flight SW, telemetry, ops UI web, ground systems"
        }
      ],
      "url": "https://code.ugrad.ai/?route=us-map-layers"
    },
    {
      "id": "company-search-github",
      "label": "Search GitHub → stack + code outline",
      "teach": "GitHub org → units → code/tool stack → Azure/MSFT parent → devices.",
      "family": "other",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "org-github",
          "label": "GitHub",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Dev platform under Microsoft · stack: Ruby class legacy, Go services, TypeScript"
        },
        {
          "i": 2,
          "id": "gh-repos",
          "label": "Repositories / git",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Source of truth"
        },
        {
          "i": 3,
          "id": "gh-actions",
          "label": "Actions CI/CD",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "Workflows · runners"
        },
        {
          "i": 4,
          "id": "gh-copilot",
          "label": "Copilot",
          "cluster": "orgstruct",
          "kind": "orgunit",
          "stack": "orgstruct",
          "note": "AI pair · agent coding"
        },
        {
          "i": 5,
          "id": "org-msft",
          "label": "Microsoft",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Parent of GitHub · Azure · VS Code · stack: C#/.NET, TypeScript, C++"
        },
        {
          "i": 6,
          "id": "cloud-azure",
          "label": "Azure",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "Microsoft Azure · stack: C#, TypeScript, Python"
        },
        {
          "i": 7,
          "id": "dev-chrome",
          "label": "Chrome / Edge (Blink)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "Chromium · WebGPU/WebGL"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=company-search-github"
    },
    {
      "id": "company-search-xai",
      "label": "Search xAI/Grok → stack + code outline",
      "teach": "xAI → Grok/Imagine/Colossus → code stack → Composer → browser devices.",
      "family": "other",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "org-xai",
          "label": "xAI",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Grok · Imagine · Colossus · research · stack: Python train, Rust/C++ serve class, TS clients"
        },
        {
          "i": 2,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 3,
          "id": "prod-imagine",
          "label": "Imagine",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI image/video gen · code: Python train, diffusion/video class, TS web viewer, WASM/WebGPU paint"
        },
        {
          "i": 4,
          "id": "factory-colossus",
          "label": "Colossus (factory)",
          "cluster": "factory",
          "kind": "factory",
          "stack": "factory",
          "note": "NVIDIA H100/H200/GB200 class · Spectrum-X · train/serve Grok-class"
        },
        {
          "i": 5,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        },
        {
          "i": 6,
          "id": "dev-chrome",
          "label": "Chrome / Edge (Blink)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "Chromium · WebGPU/WebGL"
        },
        {
          "i": 7,
          "id": "form-phone",
          "label": "Phone",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "Handset"
        },
        {
          "i": 8,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=company-search-xai"
    },
    {
      "id": "cf-starlink-stack-merge",
      "label": "Cloudflare ↔ Starlink stack merge (collab, not acquisition)",
      "teach": "Knecht: bandwidth half the problem · LEO breaks CUBIC assumptions · joint innovate down the stack. CF quiche/CUBIC/BBR + Starlink handover/RTT/loss + LeoCC/SaTCP research → better edge for SL clients → paint.",
      "family": "spacex",
      "budgetMs": 16.0,
      "budgetMin": 5,
      "hops": 18,
      "steps": [
        {
          "i": 1,
          "id": "cloud-cf",
          "label": "Cloudflare",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "CDN · edge · workers · DNS · security · stack: Rust edge, JS Workers, TS"
        },
        {
          "i": 2,
          "id": "partner-cf-starlink",
          "label": "CF ↔ Starlink partnership",
          "cluster": "partnership",
          "kind": "partnership",
          "stack": "partnership",
          "note": "Engineering collab · LEO CCA “all the way down the stack” · NOT acquisition · Musk forwarded Knecht post to @Starlink"
        },
        {
          "i": 3,
          "id": "prod-starlink",
          "label": "Starlink",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "LEO broadband product · code: embedded C/C++/Rust class, Go/services, mobile apps, NOC dashboards"
        },
        {
          "i": 4,
          "id": "cf-quiche",
          "label": "quiche (CF QUIC)",
          "cluster": "partnership",
          "kind": "cfstack",
          "stack": "partnership",
          "note": "Open-source QUIC · default CUBIC CCA"
        },
        {
          "i": 5,
          "id": "cca-cubic",
          "label": "CUBIC / Reno",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Default many kernels + quiche · often worst LEO throughput"
        },
        {
          "i": 6,
          "id": "sl-handover",
          "label": "Handover / beam switch",
          "cluster": "partnership",
          "kind": "slstack",
          "stack": "partnership",
          "note": "~15s class periodicity · 12/27/42/57s patterns"
        },
        {
          "i": 7,
          "id": "sl-rtt",
          "label": "Variable RTT / jitter",
          "cluster": "partnership",
          "kind": "slstack",
          "stack": "partnership",
          "note": "Path reconfig · non-stable RTT"
        },
        {
          "i": 8,
          "id": "sl-loss",
          "label": "Non-congestive loss",
          "cluster": "partnership",
          "kind": "slstack",
          "stack": "partnership",
          "note": "Handover/radio · NOT queue overflow"
        },
        {
          "i": 9,
          "id": "cca-leocc",
          "label": "LeoCC",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "BBR-inspired · detect reconfig via ACK-interval outliers · SIGCOMM 2025 class results"
        },
        {
          "i": 10,
          "id": "cca-bbr",
          "label": "BBRv1 / BBRv3",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Bottleneck BW + min RTT · stronger LEO trade-off"
        },
        {
          "i": 11,
          "id": "cf-pathclass",
          "label": "Path-type classification",
          "cluster": "partnership",
          "kind": "cfstack",
          "stack": "partnership",
          "note": "Tags LEO vs terrestrial for perf systems"
        },
        {
          "i": 12,
          "id": "cf-pop-starlink",
          "label": "Starlink-adjacent PoPs",
          "cluster": "partnership",
          "kind": "cfstack",
          "stack": "partnership",
          "note": "2023+ mini-DC / PoP expansion with SpaceX"
        },
        {
          "i": 13,
          "id": "sl-gw",
          "label": "Ground gateway / PoP",
          "cluster": "partnership",
          "kind": "slstack",
          "stack": "partnership",
          "note": "Fiber handoff to internet"
        },
        {
          "i": 14,
          "id": "cf-cdn",
          "label": "CDN / cache",
          "cluster": "partnership",
          "kind": "cfstack",
          "stack": "partnership",
          "note": "Anycast edge · cache hit path"
        },
        {
          "i": 15,
          "id": "cf-workers",
          "label": "Workers edge compute",
          "cluster": "partnership",
          "kind": "cfstack",
          "stack": "partnership",
          "note": "V8 isolates at PoP"
        },
        {
          "i": 16,
          "id": "form-dish",
          "label": "Starlink terminal",
          "cluster": "device",
          "kind": "formfactor",
          "stack": "device",
          "note": "User dish / router"
        },
        {
          "i": 17,
          "id": "dev-chrome",
          "label": "Chrome / Edge (Blink)",
          "cluster": "device",
          "kind": "browser",
          "stack": "device",
          "note": "Chromium · WebGPU/WebGL"
        },
        {
          "i": 18,
          "id": "qb-paint",
          "label": "Paint / RNDR frame",
          "cluster": "qbinary",
          "kind": "qbinary",
          "stack": "qbinary",
          "note": "L5 16ms · pixels out"
        }
      ],
      "url": "https://code.ugrad.ai/?route=cf-starlink-stack-merge"
    },
    {
      "id": "cf-starlink-cca-ladder",
      "label": "LEO congestion control ladder (CUBIC→BBR→LeoCC)",
      "teach": "Why terrestrial CCAs fail on LEO; progression to LEO-aware algorithms.",
      "family": "spacex",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "cca-cubic",
          "label": "CUBIC / Reno",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Default many kernels + quiche · often worst LEO throughput"
        },
        {
          "i": 2,
          "id": "cca-vegas",
          "label": "Vegas / Copa",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Delay-based · RTT spikes → underutilize"
        },
        {
          "i": 3,
          "id": "cca-bbr",
          "label": "BBRv1 / BBRv3",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Bottleneck BW + min RTT · stronger LEO trade-off"
        },
        {
          "i": 4,
          "id": "cca-leocubic",
          "label": "LEO-CUBIC",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "CUBIC + ~15s periodicity awareness"
        },
        {
          "i": 5,
          "id": "cca-satcp",
          "label": "SaTCP / StarQUIC",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "Predict handover · freeze cwnd/tx"
        },
        {
          "i": 6,
          "id": "cca-leocc",
          "label": "LeoCC",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "BBR-inspired · detect reconfig via ACK-interval outliers · SIGCOMM 2025 class results"
        },
        {
          "i": 7,
          "id": "cca-orbcc",
          "label": "OrbCC",
          "cluster": "partnership",
          "kind": "cca",
          "stack": "partnership",
          "note": "In-network per-hop signals"
        },
        {
          "i": 8,
          "id": "sl-handover",
          "label": "Handover / beam switch",
          "cluster": "partnership",
          "kind": "slstack",
          "stack": "partnership",
          "note": "~15s class periodicity · 12/27/42/57s patterns"
        },
        {
          "i": 9,
          "id": "partner-cf-starlink",
          "label": "CF ↔ Starlink partnership",
          "cluster": "partnership",
          "kind": "partnership",
          "stack": "partnership",
          "note": "Engineering collab · LEO CCA “all the way down the stack” · NOT acquisition · Musk forwarded Knecht post to @Starlink"
        }
      ],
      "url": "https://code.ugrad.ai/?route=cf-starlink-cca-ladder"
    },
    {
      "id": "hyp-cf-buyout-outline",
      "label": "Hypothetical CF buyout outline only (NO deal)",
      "teach": "Market ~$107–110B · $130B+ premium · vertical Starlink+CDN · regulation · NOT current reality.",
      "family": "cloud",
      "budgetMs": 0.0,
      "budgetMin": 5,
      "hops": 5,
      "steps": [
        {
          "i": 1,
          "id": "hyp-cf-acq",
          "label": "Hypothetical CF acquisition (speculative only)",
          "cluster": "partnership",
          "kind": "scenario",
          "stack": "partnership",
          "note": "NO deal · market cap ~$107–110B · full buyout would be $130B+ premium class · stock-finance possible only at SpaceX scale · zero public intent"
        },
        {
          "i": 2,
          "id": "cloud-cf",
          "label": "Cloudflare",
          "cluster": "cloud",
          "kind": "cloud",
          "stack": "cloud",
          "note": "CDN · edge · workers · DNS · security · stack: Rust edge, JS Workers, TS"
        },
        {
          "i": 3,
          "id": "prod-starlink",
          "label": "Starlink",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "LEO broadband product · code: embedded C/C++/Rust class, Go/services, mobile apps, NOC dashboards"
        },
        {
          "i": 4,
          "id": "org-spacex",
          "label": "SpaceX",
          "cluster": "orgstruct",
          "kind": "org",
          "stack": "orgstruct",
          "note": "Launch · Starship · Starlink · ops · stack: flight software, telemetry, ops web"
        },
        {
          "i": 5,
          "id": "partner-cf-starlink",
          "label": "CF ↔ Starlink partnership",
          "cluster": "partnership",
          "kind": "partnership",
          "stack": "partnership",
          "note": "Engineering collab · LEO CCA “all the way down the stack” · NOT acquisition · Musk forwarded Knecht post to @Starlink"
        }
      ],
      "url": "https://code.ugrad.ai/?route=hyp-cf-buyout-outline"
    },
    {
      "id": "lane-plane-rails",
      "label": "LANE plane rails (map-hub)",
      "teach": "LOCAL→GOV→MAIN→EDU·STKS·SPACE · house hops → CF edge",
      "family": "lane",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "lane-local",
          "label": "LOCAL plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "House · survival stack · route · 3116 class"
        },
        {
          "i": 2,
          "id": "lane-gov",
          "label": "GOV plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Agencies · RIR · ICANN · LARK"
        },
        {
          "i": 3,
          "id": "lane-main",
          "label": "MAIN plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Internet fabric · cables · Cloudflare edges"
        },
        {
          "i": 4,
          "id": "lane-edu",
          "label": "EDU plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Campus · research nets"
        },
        {
          "i": 5,
          "id": "lane-stks",
          "label": "STKS plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Markets · exchanges · monetary"
        },
        {
          "i": 6,
          "id": "lane-space",
          "label": "SPACE plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Starlink · LEO · spectrum"
        },
        {
          "i": 7,
          "id": "lane-hop-cf",
          "label": "H7 Cloudflare edge",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "CDN/anycast edge · hop 7"
        },
        {
          "i": 8,
          "id": "lane-hop-dns",
          "label": "H8 1.1.1.1 DNS",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Resolver · hop 8"
        }
      ],
      "url": "https://code.ugrad.ai/?route=lane-plane-rails"
    },
    {
      "id": "skill-harness-core",
      "label": "Core skills harness",
      "teach": "Media + map + MG + AI skills that agents wire into architecture",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 12,
      "steps": [
        {
          "i": 1,
          "id": "skill-drone",
          "label": "drone",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/drone · fc-webgrid-drone-hud-v2"
        },
        {
          "i": 2,
          "id": "skill-fc-media-suite",
          "label": "fc-media-suite",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        },
        {
          "i": 3,
          "id": "skill-glyph",
          "label": "glyph",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/glyph · fc-glyph-engine-v1"
        },
        {
          "i": 4,
          "id": "skill-imagine",
          "label": "imagine",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        },
        {
          "i": 5,
          "id": "skill-language",
          "label": "language",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/language · ONE construct (TTY-first)"
        },
        {
          "i": 6,
          "id": "skill-map",
          "label": "map",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/map · fc-maptrace-v1"
        },
        {
          "i": 7,
          "id": "skill-memory-glass",
          "label": "memory-glass",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Memory Glass skill"
        },
        {
          "i": 8,
          "id": "skill-mg-dispatch",
          "label": "mg-dispatch",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Memory Glass dispatch skill"
        },
        {
          "i": 9,
          "id": "skill-watch",
          "label": "watch",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/watch · fc-live-demux-v1"
        },
        {
          "i": 10,
          "id": "skill-webgrid",
          "label": "webgrid",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/webgrid · fc-webgrid-tty-v1"
        },
        {
          "i": 11,
          "id": "skill-build-with-ai",
          "label": "build-with-ai",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        },
        {
          "i": 12,
          "id": "skill-create-workflow",
          "label": "create-workflow",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        }
      ],
      "url": "https://code.ugrad.ai/?route=skill-harness-core"
    },
    {
      "id": "arena-agent-top",
      "label": "Arena agent leaderboard (top harness peers)",
      "teach": "Top arena.ai agents + Grok class for harness design comparison",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 12,
      "steps": [
        {
          "i": 1,
          "id": "arena-claude-opus-5-max",
          "label": "Claude Opus 5 (Max)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #1 · Anthropic · score 0.1636 · Proprietary"
        },
        {
          "i": 2,
          "id": "arena-claude-opus-5-high",
          "label": "Claude Opus 5 (High)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #2 · Anthropic · score 0.1604 · Proprietary"
        },
        {
          "i": 3,
          "id": "arena-kimi-k3-max",
          "label": "Kimi K3 (Max)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #3 · Moonshot · score 0.1497 · Kimi K3 license"
        },
        {
          "i": 4,
          "id": "arena-claude-fable-5-high",
          "label": "Claude Fable 5 (High)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #4 · Anthropic · score 0.1147 · Proprietary"
        },
        {
          "i": 5,
          "id": "arena-glm-5-2-max",
          "label": "GLM 5.2 (Max)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #5 · Z.ai · score 0.0921 · MIT"
        },
        {
          "i": 6,
          "id": "arena-gpt-5-6-sol-xhigh",
          "label": "GPT 5.6 Sol (xHigh)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #6 · OpenAI · score 0.0906 · Proprietary"
        },
        {
          "i": 7,
          "id": "arena-claude-opus-4-8-thinking",
          "label": "Claude Opus 4.8 (Thinking)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #7 · Anthropic · score 0.0881 · Proprietary"
        },
        {
          "i": 8,
          "id": "arena-claude-opus-4-8",
          "label": "Claude Opus 4.8",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #8 · Anthropic · score 0.0878 · Proprietary"
        },
        {
          "i": 9,
          "id": "arena-deepseek-v4-flash-high-20260731",
          "label": "Deepseek V4 Flash (High) (20260731)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #9 · DeepSeek · score 0.0853 · MIT"
        },
        {
          "i": 10,
          "id": "arena-claude-opus-4-7-thinking",
          "label": "Claude Opus 4.7 (Thinking)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #10 · Anthropic · score 0.0665 · Proprietary"
        },
        {
          "i": 11,
          "id": "arena-muse-spark-1-1",
          "label": "Muse Spark 1.1",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #11 · Meta · score 0.0614 · Proprietary"
        },
        {
          "i": 12,
          "id": "arena-claude-sonnet-5-high",
          "label": "Claude Sonnet 5 (High)",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #12 · Anthropic · score 0.0556 · Proprietary"
        }
      ],
      "url": "https://code.ugrad.ai/?route=arena-agent-top"
    },
    {
      "id": "mt-lang-models",
      "label": "lang.ugrad MT model ladder",
      "teach": "Translation engines by skill% · language desk harness",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 11,
      "steps": [
        {
          "i": 1,
          "id": "mt-nllb-200",
          "label": "NLLB-200 (distilled)",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class nmt · skill% 94 · weights on disk · wire local runner into zen next"
        },
        {
          "i": 2,
          "id": "mt-qwen3-8b",
          "label": "Qwen3 8B",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class instruct-llm · skill% 92"
        },
        {
          "i": 3,
          "id": "mt-kimi-k2",
          "label": "Kimi K2 / K2.6 (Moonshot)",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class frontier-llm · skill% 91 · frontier estimate · optional CF · not bulk fanout"
        },
        {
          "i": 4,
          "id": "mt-m2m100-1-2b",
          "label": "M2M100 1.2B",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class nmt · skill% 90"
        },
        {
          "i": 5,
          "id": "mt-indictrans2",
          "label": "IndicTrans2",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class nmt · skill% 88 · expected skill on Indic seats when installed · specialist not world pack"
        },
        {
          "i": 6,
          "id": "mt-mistral-latest",
          "label": "Mistral 7B",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class instruct-llm · skill% 78"
        },
        {
          "i": 7,
          "id": "mt-llama-3-1-8b-instruct-fp8",
          "label": "Llama 3.1 8B Instruct FP8",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class instruct-llm · skill% 72"
        },
        {
          "i": 8,
          "id": "mt-granite3-2-latest",
          "label": "Granite 3.2",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class instruct-llm · skill% 62"
        },
        {
          "i": 9,
          "id": "mt-mymemory",
          "label": "MyMemory free API",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class mt-api · skill% 55"
        },
        {
          "i": 10,
          "id": "mt-deepseek-r1-7b",
          "label": "DeepSeek R1 7B",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class reasoning-llm · skill% 40"
        },
        {
          "i": 11,
          "id": "mt-llama3-2-1b",
          "label": "Llama 3.2 1B",
          "cluster": "mtmodel",
          "kind": "mtmodel",
          "stack": "mtmodel",
          "note": "lang.ugrad MT · class tiny-llm · skill% 25"
        }
      ],
      "url": "https://code.ugrad.ai/?route=mt-lang-models"
    },
    {
      "id": "agent-skill-lane-arch",
      "label": "Agent → skill → lane architecture",
      "teach": "How arena/agent nodes bind skills and map-hub lanes into a data harness",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "arena-grok-4-5",
          "label": "Grok 4.5",
          "cluster": "agentlab",
          "kind": "agent",
          "stack": "agentlab",
          "note": "Arena agent rank #15 · SpaceXAI · score 0.0500 · Proprietary"
        },
        {
          "i": 2,
          "id": "skill-language",
          "label": "language",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/language · ONE construct (TTY-first)"
        },
        {
          "i": 3,
          "id": "skill-map",
          "label": "map",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "/map · fc-maptrace-v1"
        },
        {
          "i": 4,
          "id": "skill-build-with-ai",
          "label": "build-with-ai",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        },
        {
          "i": 5,
          "id": "skill-create-workflow",
          "label": "create-workflow",
          "cluster": "skill",
          "kind": "skill",
          "stack": "skill",
          "note": "Grok skill · skills"
        },
        {
          "i": 6,
          "id": "lane-main",
          "label": "MAIN plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Internet fabric · cables · Cloudflare edges"
        },
        {
          "i": 7,
          "id": "lane-local",
          "label": "LOCAL plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "House · survival stack · route · 3116 class"
        },
        {
          "i": 8,
          "id": "lane-space",
          "label": "SPACE plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Starlink · LEO · spectrum"
        },
        {
          "i": 9,
          "id": "partner-cf-starlink",
          "label": "CF ↔ Starlink partnership",
          "cluster": "partnership",
          "kind": "partnership",
          "stack": "partnership",
          "note": "Engineering collab · LEO CCA “all the way down the stack” · NOT acquisition · Musk forwarded Knecht post to @Starlink"
        }
      ],
      "url": "https://code.ugrad.ai/?route=agent-skill-lane-arch"
    },
    {
      "id": "ai-frontier-products",
      "label": "AI tech sector · frontier products",
      "teach": "Major AI companies pushing bounds: labs + infra + agents + physical AI. Map product layer.",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 15,
      "steps": [
        {
          "i": 1,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 2,
          "id": "prod-chatgpt",
          "label": "ChatGPT / GPT",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI consumer+API frontier · o/GPT series · agents"
        },
        {
          "i": 3,
          "id": "prod-claude",
          "label": "Claude",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Anthropic constitutional AI · Opus/Sonnet agent class"
        },
        {
          "i": 4,
          "id": "prod-gemini",
          "label": "Gemini",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Google DeepMind multimodal frontier · Ultra/Pro/Flash"
        },
        {
          "i": 5,
          "id": "prod-llama",
          "label": "Llama",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Meta open-weight frontier · Llama + agent stacks"
        },
        {
          "i": 6,
          "id": "prod-copilot-ms",
          "label": "Microsoft Copilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "M365 + Windows + GitHub Copilot plane"
        },
        {
          "i": 7,
          "id": "prod-nvidia-nim",
          "label": "NVIDIA NIM / AI Enterprise",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Inference microservices · CUDA stack · NIM"
        },
        {
          "i": 8,
          "id": "prod-deepseek",
          "label": "DeepSeek",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "DeepSeek V/R series · agent + code cost leaders"
        },
        {
          "i": 9,
          "id": "prod-mistral",
          "label": "Mistral models",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Mistral Large/Codestral · open+API EU frontier"
        },
        {
          "i": 10,
          "id": "prod-qwen",
          "label": "Qwen",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Alibaba Qwen Max/Plus · multilingual agents"
        },
        {
          "i": 11,
          "id": "prod-cursor",
          "label": "Cursor",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "AI-native IDE · Composer · background agents"
        },
        {
          "i": 12,
          "id": "prod-devin",
          "label": "Devin",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Autonomous software engineer agent product"
        },
        {
          "i": 13,
          "id": "prod-hf-hub",
          "label": "HF Hub / transformers",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Open model hub · peft · TGI · Spaces"
        },
        {
          "i": 14,
          "id": "prod-figure-helix",
          "label": "Figure Helix",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid VLA / robot product stack"
        },
        {
          "i": 15,
          "id": "prod-waymo-driver",
          "label": "Waymo Driver",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "L4 robotaxi stack product"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-frontier-products"
    },
    {
      "id": "ai-labs-us",
      "label": "US frontier labs ladder",
      "teach": "xAI · OpenAI · Anthropic · Google DeepMind · Meta · Microsoft",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 2,
          "id": "prod-chatgpt",
          "label": "ChatGPT / GPT",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI consumer+API frontier · o/GPT series · agents"
        },
        {
          "i": 3,
          "id": "prod-claude",
          "label": "Claude",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Anthropic constitutional AI · Opus/Sonnet agent class"
        },
        {
          "i": 4,
          "id": "prod-gemini",
          "label": "Gemini",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Google DeepMind multimodal frontier · Ultra/Pro/Flash"
        },
        {
          "i": 5,
          "id": "prod-llama",
          "label": "Llama",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Meta open-weight frontier · Llama + agent stacks"
        },
        {
          "i": 6,
          "id": "prod-copilot-ms",
          "label": "Microsoft Copilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "M365 + Windows + GitHub Copilot plane"
        },
        {
          "i": 7,
          "id": "prod-azure-ai",
          "label": "Azure AI / MAI",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Azure OpenAI + MAI models + enterprise agents"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-labs-us"
    },
    {
      "id": "ai-infra-compute",
      "label": "AI compute / inference infra",
      "teach": "NVIDIA · Groq · Cerebras · HF Hub · Bedrock · Azure AI",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "prod-nvidia-nim",
          "label": "NVIDIA NIM / AI Enterprise",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Inference microservices · CUDA stack · NIM"
        },
        {
          "i": 2,
          "id": "prod-omniverse",
          "label": "Omniverse / Cosmos",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Simulation + world models · robotics/digital twin"
        },
        {
          "i": 3,
          "id": "prod-groq-lpu",
          "label": "GroqCloud LPU",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Ultra-low-latency inference product"
        },
        {
          "i": 4,
          "id": "prod-cerebras-wafer",
          "label": "Cerebras Cloud",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Wafer-scale training/inference product"
        },
        {
          "i": 5,
          "id": "prod-hf-hub",
          "label": "HF Hub / transformers",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Open model hub · peft · TGI · Spaces"
        },
        {
          "i": 6,
          "id": "prod-bedrock",
          "label": "Amazon Bedrock",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Multi-model AWS bedrock + agents + Trainium path"
        },
        {
          "i": 7,
          "id": "prod-azure-ai",
          "label": "Azure AI / MAI",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Azure OpenAI + MAI models + enterprise agents"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-infra-compute"
    },
    {
      "id": "ai-agents-coding",
      "label": "Coding / agent products",
      "teach": "Cursor · Devin · Replit · Copilot · Claude · ChatGPT",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "prod-cursor",
          "label": "Cursor",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "AI-native IDE · Composer · background agents"
        },
        {
          "i": 2,
          "id": "prod-devin",
          "label": "Devin",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Autonomous software engineer agent product"
        },
        {
          "i": 3,
          "id": "prod-replit-agent",
          "label": "Replit Agent",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "IDE-native coding agent + runtime"
        },
        {
          "i": 4,
          "id": "prod-copilot-gh",
          "label": "GitHub Copilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "IDE+PR agent coding product"
        },
        {
          "i": 5,
          "id": "prod-claude",
          "label": "Claude",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Anthropic constitutional AI · Opus/Sonnet agent class"
        },
        {
          "i": 6,
          "id": "prod-chatgpt",
          "label": "ChatGPT / GPT",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI consumer+API frontier · o/GPT series · agents"
        },
        {
          "i": 7,
          "id": "agent-composer",
          "label": "Composer (Cursor)",
          "cluster": "agent",
          "kind": "agent",
          "stack": "agent",
          "note": "Scaffold · multi-file edit · terminal · agents → repos"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-agents-coding"
    },
    {
      "id": "ai-physical",
      "label": "Physical AI · robots · autonomy",
      "teach": "Optimus · Figure · Waymo · Anduril · FSD",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 6,
      "steps": [
        {
          "i": 1,
          "id": "prod-optimus",
          "label": "Optimus",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid robot product · code: C++/Python robotics, sim, vision train (Dojo), fleet tools TS"
        },
        {
          "i": 2,
          "id": "prod-figure-helix",
          "label": "Figure Helix",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid VLA / robot product stack"
        },
        {
          "i": 3,
          "id": "prod-waymo-driver",
          "label": "Waymo Driver",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "L4 robotaxi stack product"
        },
        {
          "i": 4,
          "id": "prod-anduril-lattice",
          "label": "Anduril Lattice",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Defense autonomy OS + AI kill chain class"
        },
        {
          "i": 5,
          "id": "prod-fsd",
          "label": "FSD / Autopilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Vehicle autonomy product"
        },
        {
          "i": 6,
          "id": "prod-dojo",
          "label": "Dojo train fabric",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Tesla Dojo / AI training for FSD+Optimus"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-physical"
    },
    {
      "id": "ai-global-open",
      "label": "Global + open frontier",
      "teach": "DeepSeek · Qwen · Mistral · Kimi · GLM · Llama · HF",
      "family": "ai",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "prod-deepseek",
          "label": "DeepSeek",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "DeepSeek V/R series · agent + code cost leaders"
        },
        {
          "i": 2,
          "id": "prod-qwen",
          "label": "Qwen",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Alibaba Qwen Max/Plus · multilingual agents"
        },
        {
          "i": 3,
          "id": "prod-mistral",
          "label": "Mistral models",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Mistral Large/Codestral · open+API EU frontier"
        },
        {
          "i": 4,
          "id": "prod-kimi",
          "label": "Kimi",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Moonshot long-context agent product"
        },
        {
          "i": 5,
          "id": "prod-glm",
          "label": "GLM",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Zhipu GLM frontier chat/agent"
        },
        {
          "i": 6,
          "id": "prod-llama",
          "label": "Llama",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Meta open-weight frontier · Llama + agent stacks"
        },
        {
          "i": 7,
          "id": "prod-hf-hub",
          "label": "HF Hub / transformers",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Open model hub · peft · TGI · Spaces"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ai-global-open"
    },
    {
      "id": "github-worker-flow",
      "label": "GitHub-style worker flow · AI product jobs",
      "teach": "Parallel jobs left→right (house · labs · infra · global · agents · physical · enterprise). Steps top→bottom inside each job.",
      "family": "worker",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 2,
          "id": "prod-chatgpt",
          "label": "ChatGPT / GPT",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI consumer+API frontier · o/GPT series · agents"
        },
        {
          "i": 3,
          "id": "prod-nvidia-nim",
          "label": "NVIDIA NIM / AI Enterprise",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Inference microservices · CUDA stack · NIM"
        },
        {
          "i": 4,
          "id": "prod-deepseek",
          "label": "DeepSeek",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "DeepSeek V/R series · agent + code cost leaders"
        },
        {
          "i": 5,
          "id": "prod-cursor",
          "label": "Cursor",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "AI-native IDE · Composer · background agents"
        },
        {
          "i": 6,
          "id": "prod-figure-helix",
          "label": "Figure Helix",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid VLA / robot product stack"
        },
        {
          "i": 7,
          "id": "prod-watsonx",
          "label": "IBM watsonx",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Enterprise governable AI + Granite"
        }
      ],
      "url": "https://code.ugrad.ai/?route=github-worker-flow"
    },
    {
      "id": "workflow-job-house",
      "label": "Workflow job · House products",
      "teach": "xAI/Tesla/SpaceX product steps",
      "family": "worker",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 13,
      "steps": [
        {
          "i": 1,
          "id": "prod-grok",
          "label": "Grok",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI chat · reason · tools · code: TypeScript/JS, Python, Rust class, React/web"
        },
        {
          "i": 2,
          "id": "prod-imagine",
          "label": "Imagine",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI image/video gen · code: Python train, diffusion/video class, TS web viewer, WASM/WebGPU paint"
        },
        {
          "i": 3,
          "id": "prod-grokipedia",
          "label": "Grokipedia",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Knowledge / wiki surface"
        },
        {
          "i": 4,
          "id": "prod-xai-api",
          "label": "xAI API / Grok API",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Grok API · agent traffic · console"
        },
        {
          "i": 5,
          "id": "prod-colossus",
          "label": "Colossus train fabric",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "xAI training supercluster productized ops"
        },
        {
          "i": 6,
          "id": "prod-fsd",
          "label": "FSD / Autopilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Vehicle autonomy product"
        },
        {
          "i": 7,
          "id": "prod-optimus",
          "label": "Optimus",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Humanoid robot product · code: C++/Python robotics, sim, vision train (Dojo), fleet tools TS"
        },
        {
          "i": 8,
          "id": "prod-dojo",
          "label": "Dojo train fabric",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Tesla Dojo / AI training for FSD+Optimus"
        },
        {
          "i": 9,
          "id": "prod-starlink",
          "label": "Starlink",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "LEO broadband product · code: embedded C/C++/Rust class, Go/services, mobile apps, NOC dashboards"
        },
        {
          "i": 10,
          "id": "prod-spacex",
          "label": "SpaceX",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Launch · Starship · ops · code: flight SW, telemetry, ops UI web, ground systems"
        },
        {
          "i": 11,
          "id": "prod-x",
          "label": "X",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Consumer social · live · code: Scala/Java class backend, TS web, mobile, live video"
        },
        {
          "i": 12,
          "id": "prod-boring",
          "label": "Boring Company",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Tunnels · Loop product"
        },
        {
          "i": 13,
          "id": "prod-terafab",
          "label": "Terafab",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Fab / plant AI + ops class"
        }
      ],
      "url": "https://code.ugrad.ai/?route=workflow-job-house"
    },
    {
      "id": "workflow-job-us-labs",
      "label": "Workflow job · US labs",
      "teach": "US frontier lab product steps",
      "family": "worker",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 13,
      "steps": [
        {
          "i": 1,
          "id": "prod-chatgpt",
          "label": "ChatGPT / GPT",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI consumer+API frontier · o/GPT series · agents"
        },
        {
          "i": 2,
          "id": "prod-sora",
          "label": "Sora",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "OpenAI video generation frontier"
        },
        {
          "i": 3,
          "id": "prod-claude",
          "label": "Claude",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Anthropic constitutional AI · Opus/Sonnet agent class"
        },
        {
          "i": 4,
          "id": "prod-gemini",
          "label": "Gemini",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Google DeepMind multimodal frontier · Ultra/Pro/Flash"
        },
        {
          "i": 5,
          "id": "prod-veo",
          "label": "Veo / Imagen",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Google gen video + image stack"
        },
        {
          "i": 6,
          "id": "prod-alphafold",
          "label": "AlphaFold class",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "DeepMind science models · structure prediction class"
        },
        {
          "i": 7,
          "id": "prod-llama",
          "label": "Llama",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Meta open-weight frontier · Llama + agent stacks"
        },
        {
          "i": 8,
          "id": "prod-meta-ai",
          "label": "Meta AI",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Consumer Meta AI assistant across apps"
        },
        {
          "i": 9,
          "id": "prod-copilot-ms",
          "label": "Microsoft Copilot",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "M365 + Windows + GitHub Copilot plane"
        },
        {
          "i": 10,
          "id": "prod-azure-ai",
          "label": "Azure AI / MAI",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Azure OpenAI + MAI models + enterprise agents"
        },
        {
          "i": 11,
          "id": "prod-bedrock",
          "label": "Amazon Bedrock",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "Multi-model AWS bedrock + agents + Trainium path"
        },
        {
          "i": 12,
          "id": "prod-amazon-q",
          "label": "Amazon Q",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "AWS developer + business AI assistant"
        },
        {
          "i": 13,
          "id": "prod-apple-intel",
          "label": "Apple Intelligence",
          "cluster": "product",
          "kind": "product",
          "stack": "product",
          "note": "On-device + Private Cloud Compute AI"
        }
      ],
      "url": "https://code.ugrad.ai/?route=workflow-job-us-labs"
    },
    {
      "id": "finance-worker-flow",
      "label": "Finance worker flow · clearing→AM→digital→debt",
      "teach": "GitHub-style jobs across post-trade, asset managers, digital asset handlers, world debt, rails.",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 5,
      "steps": [
        {
          "i": 1,
          "id": "clr-dtcc",
          "label": "DTCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "US post-trade · NSCC equities · FICC fixed income · DTC CSD"
        },
        {
          "i": 2,
          "id": "am-blackrock",
          "label": "BlackRock",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Largest AUM · Aladdin risk OS · iShares · BUIDL tokenized fund"
        },
        {
          "i": 3,
          "id": "da-coinbase-prime",
          "label": "Coinbase Prime / Custody",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Qualified custody + prime brokerage for institutions"
        },
        {
          "i": 4,
          "id": "wd-ustreasury",
          "label": "US Treasury",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign issuer · Warrants · auction · Fiscal Service"
        },
        {
          "i": 5,
          "id": "fi-sec",
          "label": "SEC (markets)",
          "cluster": "finance",
          "kind": "regulator",
          "stack": "finance",
          "note": "US securities · clearing agency oversight · ETF/crypto products"
        }
      ],
      "url": "https://code.ugrad.ai/?route=finance-worker-flow"
    },
    {
      "id": "clearing-houses",
      "label": "Clearing houses / CCP / CSD ladder",
      "teach": "DTCC family · OCC · CME · LCH · ICE · CLS · Euroclear/Clearstream · global CSDs",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 16,
      "steps": [
        {
          "i": 1,
          "id": "clr-dtcc",
          "label": "DTCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "US post-trade · NSCC equities · FICC fixed income · DTC CSD"
        },
        {
          "i": 2,
          "id": "clr-nscc",
          "label": "NSCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "DTCC equity CCP · CNS continuous net settlement"
        },
        {
          "i": 3,
          "id": "clr-ficc",
          "label": "FICC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "DTCC fixed-income CCP · GCF Repo · MBS"
        },
        {
          "i": 4,
          "id": "clr-occ",
          "label": "OCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Options Clearing Corporation · listed options/futures options CCP"
        },
        {
          "i": 5,
          "id": "clr-cme",
          "label": "CME Clearing",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "CME Group CCP · futures · IRS · FX · commodities"
        },
        {
          "i": 6,
          "id": "clr-lch",
          "label": "LCH",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "LSEG LCH · SwapClear · ForexClear · RepoClear"
        },
        {
          "i": 7,
          "id": "clr-ice",
          "label": "ICE Clear",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "ICE Clear US/EU/Credit · CDS · energy · financials"
        },
        {
          "i": 8,
          "id": "clr-cls",
          "label": "CLS Bank",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "FX PvP settlement · multi-currency CLS"
        },
        {
          "i": 9,
          "id": "clr-euroclear",
          "label": "Euroclear",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "ICSD · Eurobonds · European settlement · Collateral Highway"
        },
        {
          "i": 10,
          "id": "clr-clearstream",
          "label": "Clearstream",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Deutsche Börse ICSD · LuxCSD · global custody link"
        },
        {
          "i": 11,
          "id": "clr-six",
          "label": "SIX x-clear / SIS",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Swiss CCP/CSD · European links"
        },
        {
          "i": 12,
          "id": "clr-jscc",
          "label": "JSCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Japan Securities Clearing Corporation"
        },
        {
          "i": 13,
          "id": "clr-hkex",
          "label": "HKSCC / HKEX Clear",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Hong Kong securities + derivatives clearing"
        },
        {
          "i": 14,
          "id": "clr-b3",
          "label": "B3 Clearing",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Brazil exchange clearing · equities · derivatives · FX"
        },
        {
          "i": 15,
          "id": "clr-asx",
          "label": "ASX Clear / Austraclear",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Australia equity/derivative CCP + FI CSD"
        },
        {
          "i": 16,
          "id": "clr-cds",
          "label": "CDS Clearing Canada",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "Canadian securities depository / clearing"
        }
      ],
      "url": "https://code.ugrad.ai/?route=clearing-houses"
    },
    {
      "id": "money-managers",
      "label": "Money managers / real-money + alts",
      "teach": "BlackRock→Vanguard→SSGA→…→SWFs/pensions→hedge/alts",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 20,
      "steps": [
        {
          "i": 1,
          "id": "am-blackrock",
          "label": "BlackRock",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Largest AUM · Aladdin risk OS · iShares · BUIDL tokenized fund"
        },
        {
          "i": 2,
          "id": "am-vanguard",
          "label": "Vanguard",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Index mutual funds/ETFs · low-cost retail + institutional"
        },
        {
          "i": 3,
          "id": "am-ssga",
          "label": "State Street / SSGA",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Custody bank + SPDR ETFs · official institutions"
        },
        {
          "i": 4,
          "id": "am-fidelity",
          "label": "Fidelity",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Active/index funds · brokerage · digital assets custody"
        },
        {
          "i": 5,
          "id": "am-pimco",
          "label": "PIMCO",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Fixed-income specialist · Total Return heritage · debt markets"
        },
        {
          "i": 6,
          "id": "am-capital",
          "label": "Capital Group",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "American Funds · active long-horizon equity/FI"
        },
        {
          "i": 7,
          "id": "am-jpmam",
          "label": "J.P. Morgan AM",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Bank-affiliated AM · liquidity · multi-asset"
        },
        {
          "i": 8,
          "id": "am-gsam",
          "label": "Goldman Sachs AM",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "GSAM · alts + public markets · Marcus/retail bridges"
        },
        {
          "i": 9,
          "id": "am-bny",
          "label": "BNY / Mellon",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "World largest custodian · Pershing · investment servicing"
        },
        {
          "i": 10,
          "id": "am-northern",
          "label": "Northern Trust",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Custody + asset servicing + wealth"
        },
        {
          "i": 11,
          "id": "am-invesco",
          "label": "Invesco",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "QQQ + active/passive global AM"
        },
        {
          "i": 12,
          "id": "am-amundi",
          "label": "Amundi",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Europe largest AM · sovereign + retail Europe"
        },
        {
          "i": 13,
          "id": "am-ubs",
          "label": "UBS AM",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Global wealth + AM after CS integration class"
        },
        {
          "i": 14,
          "id": "am-bridgewater",
          "label": "Bridgewater",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Macro hedge fund · Pure Alpha · All Weather debt/risk parity"
        },
        {
          "i": 15,
          "id": "am-blackstone",
          "label": "Blackstone",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Alts PE/RE/credit · BREIT · private credit debt handlers"
        },
        {
          "i": 16,
          "id": "am-kkr",
          "label": "KKR",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "PE/credit/infra · global alternatives"
        },
        {
          "i": 17,
          "id": "am-apollo",
          "label": "Apollo",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Credit-heavy alts · Athene insurance float"
        },
        {
          "i": 18,
          "id": "am-citadel",
          "label": "Citadel / Citadel Securities",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Multi-strat hedge + market making · liquidity handler"
        },
        {
          "i": 19,
          "id": "am-calpers",
          "label": "CalPERS",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "US public pension · large real-money debt/equity allocator"
        },
        {
          "i": 20,
          "id": "am-nbim",
          "label": "Norges Bank IM (GPFG)",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Norway sovereign wealth · global equity/FI debt book"
        }
      ],
      "url": "https://code.ugrad.ai/?route=money-managers"
    },
    {
      "id": "digital-asset-handlers",
      "label": "Digital asset handlers",
      "teach": "Custody · stablecoins · tokenized Treasuries · SWIFT · compliance · instant rails",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 20,
      "steps": [
        {
          "i": 1,
          "id": "da-coinbase-prime",
          "label": "Coinbase Prime / Custody",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Qualified custody + prime brokerage for institutions"
        },
        {
          "i": 2,
          "id": "da-fidelity-digital",
          "label": "Fidelity Digital Assets",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Bank-grade crypto custody · trading · ETPs support"
        },
        {
          "i": 3,
          "id": "da-anchorage",
          "label": "Anchorage Digital",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "OCC-chartered crypto bank · institutional custody"
        },
        {
          "i": 4,
          "id": "da-bitgo",
          "label": "BitGo",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Multi-sig / MPC custody · wallets · settlement"
        },
        {
          "i": 5,
          "id": "da-fireblocks",
          "label": "Fireblocks",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "MPC wallet infra · network · tokenization ops"
        },
        {
          "i": 6,
          "id": "da-copper",
          "label": "Copper.co",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "ClearLoop off-exchange settlement · institutional crypto"
        },
        {
          "i": 7,
          "id": "da-circle",
          "label": "Circle / USDC",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "USDC stablecoin issuer · Cross-Chain Transfer Protocol"
        },
        {
          "i": 8,
          "id": "da-tether",
          "label": "Tether / USDT",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Largest stablecoin by float · multi-chain USDT"
        },
        {
          "i": 9,
          "id": "da-paxos",
          "label": "Paxos",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Regulated blockchain rails · PYUSD infrastructure class · gold/crypto"
        },
        {
          "i": 10,
          "id": "da-ripple",
          "label": "Ripple / RLUSD",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Cross-border liquidity · RLUSD · XRPL settlement class"
        },
        {
          "i": 11,
          "id": "da-buidl",
          "label": "BlackRock BUIDL",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Tokenized USD institutional liquidity fund on public chains"
        },
        {
          "i": 12,
          "id": "da-ondo",
          "label": "Ondo Finance",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Tokenized Treasuries · OUSG · institutional on-chain debt"
        },
        {
          "i": 13,
          "id": "da-superstate",
          "label": "Superstate",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Opening fund tokenized USTB · regulated on-chain funds"
        },
        {
          "i": 14,
          "id": "da-securitize",
          "label": "Securitize",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Transfer agent + tokenization platform for funds/securities"
        },
        {
          "i": 15,
          "id": "da-dtcc-digital",
          "label": "DTCC Digital Assets",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "DTCC Smart NAV · tokenization / digital securities pilots"
        },
        {
          "i": 16,
          "id": "da-swift",
          "label": "SWIFT",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Cross-border messaging · ISO 20022 · CBDC/token experiments"
        },
        {
          "i": 17,
          "id": "da-chainalysis",
          "label": "Chainalysis",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Blockchain analytics · compliance handler for digital assets"
        },
        {
          "i": 18,
          "id": "da-elliptic",
          "label": "Elliptic",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Crypto compliance / forensic screening"
        },
        {
          "i": 19,
          "id": "da-fednow",
          "label": "FedNow / RTP class",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "US instant payment rails · bank digital settlement path"
        },
        {
          "i": 20,
          "id": "da-stripe-treasury",
          "label": "Stripe Treasury class",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Embedded finance · bank partner rails for digital platforms"
        }
      ],
      "url": "https://code.ugrad.ai/?route=digital-asset-handlers"
    },
    {
      "id": "world-debt",
      "label": "World debt · official + market handlers",
      "teach": "UST · Fed · IMF · World Bank · BIS · CB complex · Paris Club · ratings · e-trading",
      "family": "pkg",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 20,
      "steps": [
        {
          "i": 1,
          "id": "wd-ustreasury",
          "label": "US Treasury",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign issuer · Warrants · auction · Fiscal Service"
        },
        {
          "i": 2,
          "id": "wd-fed",
          "label": "Federal Reserve",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "SOMA · open market · lender of last resort · USD system"
        },
        {
          "i": 3,
          "id": "wd-imf",
          "label": "IMF",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Surveillance · SDR · lending facilities · debt sustainability"
        },
        {
          "i": 4,
          "id": "wd-worldbank",
          "label": "World Bank / IBRD",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Development lending · guarantees · bond issuance"
        },
        {
          "i": 5,
          "id": "wd-bis",
          "label": "BIS",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Central bank of central banks · Basel · debt/bank stats"
        },
        {
          "i": 6,
          "id": "wd-ecb",
          "label": "ECB",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Euro area monetary · APP/PEPP legacy · TARGET2"
        },
        {
          "i": 7,
          "id": "wd-boe",
          "label": "Bank of England",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "UK monetary · APF · gilt market ops · CHAPS"
        },
        {
          "i": 8,
          "id": "wd-boj",
          "label": "Bank of Japan",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "YCC legacy · JGB market · YCC/QQE class debt ops"
        },
        {
          "i": 9,
          "id": "wd-pboc",
          "label": "PBOC",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "China monetary · policy banks link · FX reserves"
        },
        {
          "i": 10,
          "id": "wd-esmf",
          "label": "ESM / EFSF",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Euro area sovereign backstop · crisis lending"
        },
        {
          "i": 11,
          "id": "wd-parisclub",
          "label": "Paris Club",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Official bilateral debt restructuring forum"
        },
        {
          "i": 12,
          "id": "wd-g20cf",
          "label": "G20 Common Framework",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "DSSI successor framework for sovereign debt treatments"
        },
        {
          "i": 13,
          "id": "wd-primarydealers",
          "label": "Primary Dealers (class)",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "UST auction intermediaries · market-making sovereign debt"
        },
        {
          "i": 14,
          "id": "wd-sp",
          "label": "S&P Global Ratings",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign & corporate credit ratings handler"
        },
        {
          "i": 15,
          "id": "wd-moodys",
          "label": "Moody's",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Credit ratings · Moody's Analytics debt risk"
        },
        {
          "i": 16,
          "id": "wd-fitch",
          "label": "Fitch Ratings",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign/corp ratings · Fitch Solutions"
        },
        {
          "i": 17,
          "id": "wd-bloomberg",
          "label": "Bloomberg (debt venues)",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "FIT · GOVT · messaging · price discovery for world debt"
        },
        {
          "i": 18,
          "id": "wd-tradeweb",
          "label": "Tradeweb",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Electronic FI trading · govvies · MBS · swaps RFQ"
        },
        {
          "i": 19,
          "id": "wd-marketaxess",
          "label": "MarketAxess",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Credit e-trading · corporate debt liquidity"
        },
        {
          "i": 20,
          "id": "wd-trace",
          "label": "FINRA TRACE",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "US corporate/agency debt transparency tape"
        }
      ],
      "url": "https://code.ugrad.ai/?route=world-debt"
    },
    {
      "id": "debt-to-digital",
      "label": "Sovereign debt → tokenized handlers",
      "teach": "US Treasury → dealers/Fed → BlackRock BUIDL / Ondo → DTCC digital / custody",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "wd-ustreasury",
          "label": "US Treasury",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign issuer · Warrants · auction · Fiscal Service"
        },
        {
          "i": 2,
          "id": "wd-primarydealers",
          "label": "Primary Dealers (class)",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "UST auction intermediaries · market-making sovereign debt"
        },
        {
          "i": 3,
          "id": "wd-fed",
          "label": "Federal Reserve",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "SOMA · open market · lender of last resort · USD system"
        },
        {
          "i": 4,
          "id": "da-buidl",
          "label": "BlackRock BUIDL",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Tokenized USD institutional liquidity fund on public chains"
        },
        {
          "i": 5,
          "id": "da-ondo",
          "label": "Ondo Finance",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Tokenized Treasuries · OUSG · institutional on-chain debt"
        },
        {
          "i": 6,
          "id": "da-dtcc-digital",
          "label": "DTCC Digital Assets",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "DTCC Smart NAV · tokenization / digital securities pilots"
        },
        {
          "i": 7,
          "id": "da-coinbase-prime",
          "label": "Coinbase Prime / Custody",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Qualified custody + prime brokerage for institutions"
        },
        {
          "i": 8,
          "id": "clr-dtcc",
          "label": "DTCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "US post-trade · NSCC equities · FICC fixed income · DTC CSD"
        }
      ],
      "url": "https://code.ugrad.ai/?route=debt-to-digital"
    },
    {
      "id": "stks-finance-plane",
      "label": "STKS plane → finance handlers",
      "teach": "map-hub STKS lane into clearing, managers, debt",
      "family": "finance",
      "budgetMs": 0,
      "budgetMin": 5,
      "hops": 5,
      "steps": [
        {
          "i": 1,
          "id": "lane-stks",
          "label": "STKS plane",
          "cluster": "lane",
          "kind": "lane",
          "stack": "lane",
          "note": "Markets · exchanges · monetary"
        },
        {
          "i": 2,
          "id": "clr-dtcc",
          "label": "DTCC",
          "cluster": "finance",
          "kind": "clearinghouse",
          "stack": "finance",
          "note": "US post-trade · NSCC equities · FICC fixed income · DTC CSD"
        },
        {
          "i": 3,
          "id": "am-blackrock",
          "label": "BlackRock",
          "cluster": "finance",
          "kind": "moneymanager",
          "stack": "finance",
          "note": "Largest AUM · Aladdin risk OS · iShares · BUIDL tokenized fund"
        },
        {
          "i": 4,
          "id": "wd-ustreasury",
          "label": "US Treasury",
          "cluster": "finance",
          "kind": "worlddebt",
          "stack": "finance",
          "note": "Sovereign issuer · Warrants · auction · Fiscal Service"
        },
        {
          "i": 5,
          "id": "da-buidl",
          "label": "BlackRock BUIDL",
          "cluster": "finance",
          "kind": "digasset",
          "stack": "finance",
          "note": "Tokenized USD institutional liquidity fund on public chains"
        }
      ],
      "url": "https://code.ugrad.ai/?route=stks-finance-plane"
    },
    {
      "id": "organic-to-server",
      "label": "Organic DNA → encode → lang → pkg → engine → server",
      "teach": "Same hop grammar from codon tables to container runtimes.",
      "family": "organic",
      "budgetMs": 0,
      "budgetMin": null,
      "hops": 11,
      "steps": [
        {
          "i": 1,
          "id": "bio-dna",
          "label": "DNA",
          "cluster": "organic",
          "kind": "organic",
          "stack": "organic",
          "note": "organic encoding · base sequence · A/C/G/T"
        },
        {
          "i": 2,
          "id": "bio-transcription",
          "label": "transcription",
          "cluster": "organic",
          "kind": "organic",
          "stack": "organic",
          "note": "organic encoding · DNA → RNA compiler"
        },
        {
          "i": 3,
          "id": "bio-rna",
          "label": "RNA",
          "cluster": "organic",
          "kind": "organic",
          "stack": "organic",
          "note": "organic encoding · transcript · A/C/G/U"
        },
        {
          "i": 4,
          "id": "bio-codon",
          "label": "codon table",
          "cluster": "organic",
          "kind": "organic",
          "stack": "organic",
          "note": "organic encoding · triplet → amino acid"
        },
        {
          "i": 5,
          "id": "bio-fasta",
          "label": "FASTA",
          "cluster": "organic",
          "kind": "organic",
          "stack": "organic",
          "note": "organic encoding · sequence file encoding"
        },
        {
          "i": 6,
          "id": "lang-python",
          "label": "python",
          "cluster": "lang",
          "kind": "language",
          "stack": "lang",
          "note": "quantum-prefixes · 11-symbol classify · python"
        },
        {
          "i": 7,
          "id": "wrap-cpython",
          "label": "CPython",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · Python engine"
        },
        {
          "i": 8,
          "id": "pm-pip",
          "label": "pip / PyPI",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Python packages"
        },
        {
          "i": 9,
          "id": "wrap-ffi",
          "label": "C ABI / FFI",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · language foreign function"
        },
        {
          "i": 10,
          "id": "cc-llvm",
          "label": "LLVM / MLIR",
          "cluster": "compile",
          "kind": "compile",
          "stack": "compile",
          "note": "IR · optimize · backend"
        },
        {
          "i": 11,
          "id": "pm-docker",
          "label": "docker / containerd",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Image layers · spool runtime"
        }
      ],
      "url": "https://code.ugrad.ai/?route=organic-to-server"
    },
    {
      "id": "hat-spectrum",
      "label": "Hat spectrum · white → grey → black / red ↔ blue",
      "teach": "Intent color of a tool is independent of its language.",
      "family": "hat",
      "budgetMs": 0,
      "budgetMin": null,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "hat-white",
          "label": "white hat",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · authorized defense · lawful research"
        },
        {
          "i": 2,
          "id": "hat-green",
          "label": "green hat",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · learner / junior operator"
        },
        {
          "i": 3,
          "id": "hat-grey",
          "label": "grey hat",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · mixed / unauthorized-but-disclose"
        },
        {
          "i": 4,
          "id": "hat-yellow",
          "label": "yellow hat",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · social / human layer"
        },
        {
          "i": 5,
          "id": "hat-blue",
          "label": "blue team",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · detect / defend / SOC"
        },
        {
          "i": 6,
          "id": "hat-purple",
          "label": "purple team",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · joint red+blue"
        },
        {
          "i": 7,
          "id": "hat-red",
          "label": "red team",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · adversarial simulation · authorized attack"
        },
        {
          "i": 8,
          "id": "hat-black",
          "label": "black hat",
          "cluster": "hat",
          "kind": "hat",
          "stack": "hat",
          "note": "hat / team color · unauthorized offensive"
        }
      ],
      "url": "https://code.ugrad.ai/?route=hat-spectrum"
    },
    {
      "id": "ware-ladder",
      "label": "Freeware → shareware → OSS → proprietary",
      "teach": "Who may copy, wrap, and run the engine.",
      "family": "ware",
      "budgetMs": 0,
      "budgetMin": null,
      "hops": 7,
      "steps": [
        {
          "i": 1,
          "id": "lic-public-domain",
          "label": "public domain",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · no rights reserved"
        },
        {
          "i": 2,
          "id": "lic-freeware",
          "label": "freeware",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · no-cost, rights retained"
        },
        {
          "i": 3,
          "id": "lic-shareware",
          "label": "shareware",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · try-before-pay"
        },
        {
          "i": 4,
          "id": "lic-oss-permissive",
          "label": "OSS permissive",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · MIT / BSD / Apache class"
        },
        {
          "i": 5,
          "id": "lic-oss-copyleft",
          "label": "OSS copyleft",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · GPL / MPL class"
        },
        {
          "i": 6,
          "id": "lic-source-available",
          "label": "source-available",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · viewable, not OSS"
        },
        {
          "i": 7,
          "id": "lic-proprietary",
          "label": "proprietary",
          "cluster": "ware",
          "kind": "ware",
          "stack": "ware",
          "note": "distribution / license · closed source · licensed"
        }
      ],
      "url": "https://code.ugrad.ai/?route=ware-ladder"
    },
    {
      "id": "wrapper-mesh",
      "label": "Wrappers / engines across languages",
      "teach": "Every language stack is reachable through an engine or FFI.",
      "family": "pkg",
      "budgetMs": 0,
      "budgetMin": null,
      "hops": 10,
      "steps": [
        {
          "i": 1,
          "id": "wrap-ffi",
          "label": "C ABI / FFI",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · language foreign function"
        },
        {
          "i": 2,
          "id": "wrap-llvm",
          "label": "LLVM engine",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · IR → machine"
        },
        {
          "i": 3,
          "id": "wrap-wasm",
          "label": "WASM / WASI",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · portable sandbox engine"
        },
        {
          "i": 4,
          "id": "wrap-v8",
          "label": "V8",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · JS/WASM engine"
        },
        {
          "i": 5,
          "id": "wrap-cpython",
          "label": "CPython",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · Python engine"
        },
        {
          "i": 6,
          "id": "wrap-jvm",
          "label": "JVM",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · bytecode engine"
        },
        {
          "i": 7,
          "id": "wrap-clr",
          "label": ".NET CLR",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · CIL engine"
        },
        {
          "i": 8,
          "id": "wrap-beam",
          "label": "BEAM",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · Erlang / Elixir VM"
        },
        {
          "i": 9,
          "id": "wrap-grpc",
          "label": "gRPC",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · RPC wrapper"
        },
        {
          "i": 10,
          "id": "wrap-unix-pipe",
          "label": "stdio / pipes",
          "cluster": "wrapper",
          "kind": "wrapper",
          "stack": "wrapper",
          "note": "wrapper / engine · process wrappers"
        }
      ],
      "url": "https://code.ugrad.ai/?route=wrapper-mesh"
    },
    {
      "id": "pkg-world",
      "label": "Package managers · language → distro → HPC",
      "teach": "Install plane for every code path.",
      "family": "pkg",
      "budgetMs": 0,
      "budgetMin": null,
      "hops": 9,
      "steps": [
        {
          "i": 1,
          "id": "pm-npm",
          "label": "npm / yarn / pnpm",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "JS package registry · node_modules"
        },
        {
          "i": 2,
          "id": "pm-pip",
          "label": "pip / PyPI",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Python packages"
        },
        {
          "i": 3,
          "id": "pm-cargo",
          "label": "cargo / crates.io",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Rust crates · build"
        },
        {
          "i": 4,
          "id": "pm-go",
          "label": "go mod",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Go modules · proxy"
        },
        {
          "i": 5,
          "id": "pm-nix",
          "label": "Nix / nixpkgs",
          "cluster": "pkg",
          "kind": "pkg",
          "stack": "pkg",
          "note": "package manager · pure store · reproducible"
        },
        {
          "i": 6,
          "id": "pm-apt",
          "label": "apt / dnf",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Linux distro packages"
        },
        {
          "i": 7,
          "id": "pm-homebrew",
          "label": "Homebrew",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "macOS system formulae"
        },
        {
          "i": 8,
          "id": "pm-spack",
          "label": "Spack",
          "cluster": "pkg",
          "kind": "pkg",
          "stack": "pkg",
          "note": "package manager · HPC spec solver"
        },
        {
          "i": 9,
          "id": "pm-docker",
          "label": "docker / containerd",
          "cluster": "pkg",
          "kind": "toolchain",
          "stack": "pkg",
          "note": "Image layers · spool runtime"
        }
      ],
      "url": "https://code.ugrad.ai/?route=pkg-world"
    },
    {
      "id": "iana-ip-levels",
      "label": "IANA → RIR → NIR → LIR → assigned",
      "teach": "Number-plan hops: special-use, IANA /8, five RIRs, national registries, allocated, assigned. BGP more-specific is named, not dumped.",
      "family": "gov",
      "budgetMs": 0,
      "budgetMin": 0,
      "hops": 13,
      "steps": [
        {
          "i": 1,
          "id": "ip-l0-special",
          "label": "Special-use (RFC 1918 / 6890)",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "Not globally unique unicast · loopback · CGNAT · ULA"
        },
        {
          "i": 2,
          "id": "ip-l1-iana",
          "label": "IANA number registry",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "IPv4 /8 · IPv6 2000::/3 · AS number blocks"
        },
        {
          "i": 3,
          "id": "ip-l1-iana-v4",
          "label": "IANA IPv4 /8 space",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "256 first-octet blocks · ALLOCATED / LEGACY / RESERVED"
        },
        {
          "i": 4,
          "id": "ip-l2-rir",
          "label": "RIR allocation",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "ARIN · RIPE NCC · APNIC · LACNIC · AFRINIC"
        },
        {
          "i": 5,
          "id": "gov-arin",
          "label": "ARIN (1997)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "North America · parts of Caribbean · delegated ipv4 80,709 · ipv6 88,391 · asn 32,909 · IPv4 addresses 1,650,691,328"
        },
        {
          "i": 6,
          "id": "gov-ripe",
          "label": "RIPE NCC (1992)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Europe · Middle East · Central Asia · delegated ipv4 100,469 · ipv6 111,038 · asn 48,680 · IPv4 addresses 855,536,896"
        },
        {
          "i": 7,
          "id": "gov-apnic",
          "label": "APNIC (1993)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Asia Pacific · delegated ipv4 61,442 · ipv6 113,050 · asn 14,664 · IPv4 addresses 892,280,576"
        },
        {
          "i": 8,
          "id": "gov-lacnic",
          "label": "LACNIC (2002)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Latin America · Caribbean · delegated ipv4 20,739 · ipv6 59,715 · asn 16,420 · IPv4 addresses 182,498,816"
        },
        {
          "i": 9,
          "id": "gov-afrinic",
          "label": "AFRINIC (2005)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Africa · delegated ipv4 6,038 · ipv6 9,174 · asn 4,350 · IPv4 addresses 121,250,304"
        },
        {
          "i": 10,
          "id": "ip-l3-nir",
          "label": "NIR",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "National Internet Registry under a parent RIR"
        },
        {
          "i": 11,
          "id": "ip-l4-lir",
          "label": "LIR allocated",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "ISP / Local Internet Registry block (status=allocated)"
        },
        {
          "i": 12,
          "id": "ip-l5-assigned",
          "label": "Assigned",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "End-organization assignment (status=assigned)"
        },
        {
          "i": 13,
          "id": "ip-l6-bgp",
          "label": "BGP more-specific",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "Announced prefix · not in the IANA pack (RIS / RouteViews)"
        }
      ],
      "url": "https://code.ugrad.ai/?route=iana-ip-levels"
    },
    {
      "id": "iana-asn-levels",
      "label": "IANA AS blocks → five RIRs",
      "teach": "Autonomous System numbers are allocated in blocks by IANA, then assigned by ARIN/RIPE/APNIC/LACNIC/AFRINIC.",
      "family": "gov",
      "budgetMs": 0,
      "budgetMin": 0,
      "hops": 8,
      "steps": [
        {
          "i": 1,
          "id": "ip-l1-iana-asn",
          "label": "IANA AS numbers",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "16-bit and 32-bit AS blocks delegated to RIRs"
        },
        {
          "i": 2,
          "id": "ip-nro",
          "label": "NRO",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "Number Resource Organization · five-RIR coordination"
        },
        {
          "i": 3,
          "id": "gov-arin",
          "label": "ARIN (1997)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "North America · parts of Caribbean · delegated ipv4 80,709 · ipv6 88,391 · asn 32,909 · IPv4 addresses 1,650,691,328"
        },
        {
          "i": 4,
          "id": "gov-ripe",
          "label": "RIPE NCC (1992)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Europe · Middle East · Central Asia · delegated ipv4 100,469 · ipv6 111,038 · asn 48,680 · IPv4 addresses 855,536,896"
        },
        {
          "i": 5,
          "id": "gov-apnic",
          "label": "APNIC (1993)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Asia Pacific · delegated ipv4 61,442 · ipv6 113,050 · asn 14,664 · IPv4 addresses 892,280,576"
        },
        {
          "i": 6,
          "id": "gov-lacnic",
          "label": "LACNIC (2002)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Latin America · Caribbean · delegated ipv4 20,739 · ipv6 59,715 · asn 16,420 · IPv4 addresses 182,498,816"
        },
        {
          "i": 7,
          "id": "gov-afrinic",
          "label": "AFRINIC (2005)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Africa · delegated ipv4 6,038 · ipv6 9,174 · asn 4,350 · IPv4 addresses 121,250,304"
        },
        {
          "i": 8,
          "id": "ip-rdap",
          "label": "RDAP bootstrap",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "IANA bootstrap: which RIR answers for this prefix/ASN"
        }
      ],
      "url": "https://code.ugrad.ai/?route=iana-asn-levels"
    },
    {
      "id": "apnic-nir-tree",
      "label": "APNIC → NIRs (JPNIC · CNNIC · IRINN · …)",
      "teach": "Asia-Pacific national registries sit under APNIC, then LIR/assigned.",
      "family": "gov",
      "budgetMs": 0,
      "budgetMin": 0,
      "hops": 10,
      "steps": [
        {
          "i": 1,
          "id": "gov-apnic",
          "label": "APNIC (1993)",
          "cluster": "netgov",
          "kind": "rir",
          "stack": "netgov",
          "note": "Asia Pacific · delegated ipv4 61,442 · ipv6 113,050 · asn 14,664 · IPv4 addresses 892,280,576"
        },
        {
          "i": 2,
          "id": "ip-nir-jpnic",
          "label": "JPNIC",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "Japan NIR"
        },
        {
          "i": 3,
          "id": "ip-nir-krnic",
          "label": "KRNIC / KISA",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "Korea NIR"
        },
        {
          "i": 4,
          "id": "ip-nir-twnic",
          "label": "TWNIC",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "Taiwan NIR"
        },
        {
          "i": 5,
          "id": "ip-nir-cnnic",
          "label": "CNNIC",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "China NIR"
        },
        {
          "i": 6,
          "id": "ip-nir-irinn",
          "label": "IRINN",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "India NIR"
        },
        {
          "i": 7,
          "id": "ip-nir-idnic",
          "label": "IDNIC / APJII",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "Indonesia NIR"
        },
        {
          "i": 8,
          "id": "ip-nir-vnnic",
          "label": "VNNIC",
          "cluster": "netgov",
          "kind": "nir",
          "stack": "netgov",
          "note": "Viet Nam NIR"
        },
        {
          "i": 9,
          "id": "ip-l4-lir",
          "label": "LIR allocated",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "ISP / Local Internet Registry block (status=allocated)"
        },
        {
          "i": 10,
          "id": "ip-l5-assigned",
          "label": "Assigned",
          "cluster": "netgov",
          "kind": "iplevel",
          "stack": "netgov",
          "note": "End-organization assignment (status=assigned)"
        }
      ],
      "url": "https://code.ugrad.ai/?route=apnic-nir-tree"
    }
  ],
  "netgov": "https://code.ugrad.ai/data/public-samples/code-netgov.json",
  "offline_iana": "https://code.ugrad.ai/tools/offline-iana"
}
