{
  "as_of": "2026-11-04",
  "location": "Colorado, USA",
  "currency_policy": "USD unless explicitly GBP. Research-date list prices, not binding multi-unit quotes.",
  "decision": {
    "gpu": "Two identical single-GPU 4U nodes now, four after city-scene acceptance. RTX PRO 5000 Blackwell 72GB.",
    "cpu": "One refurb dual EPYC 7763 512GB first; CTO H2-EPYC-128 quote target, not confirmed-stock order.",
    "control": "Three MS-01 i9-13900H 32GB with mirrored new PLP SSDs and ZFS replication, not Ceph.",
    "network": "Two CRS518 data switches plus two CRS326 management/corosync switches; active-backup bonds."
  },
  "gpu_node": {
    "gpus_per_node": 1,
    "gpu_vram_gb": 72,
    "host_ram_gb": 128,
    "bom": [
      {
        "category": "GPU",
        "model": "PNY VCNRTXPRO5000B72-PB RTX PRO 5000 Blackwell 72GB",
        "quantity": 1,
        "unit_price": {
          "amount": 8999.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.newegg.com/d/Best-Sellers/Workstation-Graphics-Cards/s/ID-449/Page-1",
          "source_id": 66,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 8999.99
      },
      {
        "category": "CPU",
        "model": "AMD Ryzen 9 9950X",
        "quantity": 1,
        "unit_price": {
          "amount": 697.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.cdw.com/product/amd-ryzen-9-9950x-16-core-processor/8067000",
          "source_id": 236,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 697.99
      },
      {
        "category": "Motherboard",
        "model": "Supermicro H13SAE-MF revision 2.0; Ryzen 9000 BIOS",
        "quantity": 1,
        "unit_price": {
          "amount": 505.37,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://amazon.com/dp/B0CWGHD2XG?channelId=500&lv=shuf&plpRedirect=mhFallback",
          "source_id": 231,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 505.37
      },
      {
        "category": "RAM",
        "model": "Kingston KSM56E46BD8KM-32HA 32GB ECC UDIMM",
        "quantity": 4,
        "unit_price": {
          "amount": 1461.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.cdw.com/product/kingston-ddr5-module-32-gb-dimm-288-pin-pc5-44800-unbuffered/8543445",
          "source_id": 96,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 5847.96
      },
      {
        "category": "NVMe",
        "model": "Samsung 990 PRO 2TB MZ-V9P2T0B/AM",
        "quantity": 2,
        "unit_price": {
          "amount": 389.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.newegg.com/samsung-2tb-990-pro-nvme-2-0/p/N82E16820147861",
          "source_id": 115,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 779.98
      },
      {
        "category": "NIC",
        "model": "Mellanox ConnectX-4 Lx MCX4121A-ACAT dual SFP28",
        "quantity": 1,
        "unit_price": {
          "amount": 299.98,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.neutronusa.com/prod.cfm/2153509",
          "source_id": 101,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 299.98
      },
      {
        "category": "PSU",
        "model": "Corsair RM1000x CP-9020271-NA 1000W ATX 3.1",
        "quantity": 1,
        "unit_price": {
          "amount": 209.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.corsair.com/us/en/p/psu/cp-9020271-na/rmx-series-rm1000x-fully-modular-power-supply-cp-9020271-na",
          "source_id": 226,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 209.99
      },
      {
        "category": "CPU cooling",
        "model": "Noctua NH-D12L",
        "quantity": 1,
        "unit_price": {
          "amount": 99.95,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.newegg.com/p/pl?d=noctua%20nh-d12l",
          "source_id": 225,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 99.95
      },
      {
        "category": "Chassis",
        "model": "Sliger CX4170a base",
        "quantity": 1,
        "unit_price": {
          "amount": 249.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
          "source_id": 190,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 249.0
      },
      {
        "category": "Chassis fans",
        "model": "Sliger ARCTIC P12 Pro PST CO ACFAN00312A",
        "quantity": 3,
        "unit_price": {
          "amount": 15.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
          "source_id": 190,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 45.0
      },
      {
        "category": "Rails",
        "model": "Sliger GDRAIL-20XX-B",
        "quantity": 1,
        "unit_price": {
          "amount": 109.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
          "source_id": 190,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 109.0
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    ],
    "per_node_usd": 17844.21,
    "two_nodes_usd": 35688.42,
    "four_nodes_usd": 71376.84,
    "price_status": "observed_parts_sum_not_turnkey_quote; board rev2.0, QVL, four-unit supply unverified; no tax/shipping/assembly/rack/UPS/software",
    "chassis": "Sliger CX4170a 4U with included black front (price override 0), three Arctic fans and GDRAIL-20XX-B rails",
    "estimated_wall_watts": 600,
    "four_node_estimated_wall_watts": 2400,
    "power_status": "unverified_estimate",
    "psu_watts": 1000,
    "pcie": "GPU x8 Gen5, NIC x8 Gen3 in second CPU x16 mechanical slot",
    "nvme": "Two Samsung 990 PRO 2TB mirrored boot/cache, not enterprise PLP; authoritative project assets elsewhere.",
    "circuit_decision": "Two dedicated 240V 20A branches, A/B PDUs/UPS. Single-PSU nodes spread across branches; electrician validates continuous load and PF.",
    "performance_projection": {
      "method": "render_seconds=50*5087.132259974874/10956.48036207656; fph=3600/(render_seconds+60/frames_per_process). Same settings and in-core residency assumed.",
      "status": "unverified_workload_projection_not_measured",
      "baseline_source": "user-supplied 50s render + 60s load on RTX 3090",
      "render_seconds": 23.215175365908838,
      "relative_to_3090": 2.1537636141842076,
      "frames_per_hour": {
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        "one_gpu_10_frame_chunks": 123.22363138031466,
        "two_gpu_render_only": 310.1419604425259,
        "two_gpu_load_each_frame": 86.52268012824088,
        "four_gpu_render_only": 620.2839208850518,
        "four_gpu_load_each_frame": 173.04536025648176,
        "four_gpu_10_frame_chunks": 492.89452552125863
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      "model": "RTX PRO 6000 Blackwell Workstation 96GB",
      "gpu_price_usd": 16513.99,
      "date_seen": "2026-11-04",
      "source_id": 63,
      "source_url": "https://www.cdw.com/product/pny-nvidia-rtx-pro-6000-graphic-card-96-gb-gddr7/8326705",
      "condition": "Only if acceptance requires >72GB; quantity/availability unverified."
    },
    "ram_procurement_caveat": "KSM56E46BD8KM-32HA phase-out 2026-09-24; successor KSM56E46BD8-32MH price/QVL/volume availability unverified. Pilot-only legacy-stock quote."
  },
  "cpu_node": {
    "recommended": {
      "seller": "ctoservers.com, UK",
      "model": "H2-EPYC-128 dual EPYC 7763 1U",
      "cpu_count": 2,
      "total_cores": 128,
      "ram_gb": 512,
      "ram_layout": "8x64GB DDR4 published; only four channels per CPU if balanced. 1TB/16x64GB full-channel upgrade quote unverified.",
      "boot": "2x480GB SATA SSD mirror included",
      "nvme": "Require 2x990 PRO 2TB mirrored scratch, actual PCIe x4 links and OEM riser approval unverified",
      "nic": "Add MCX4121A-ACAT dual25GbE",
      "psu": "Dual redundant supply advertised, exact model/rating unverified; require >=1200W per module and OEM approval",
      "listed_price": {
        "amount": 12895,
        "currency": "GBP",
        "date_seen": "2026-11-04",
        "source_id": 4,
        "source_url": "https://www.ctoservers.com/dual-socket-amd-epyc--1u-server--2x--epyc--7763--512gb-ram--nvme-4955-p.asp",
        "status": "unverified_current_quote; seller banner requires contact for valid quote"
      },
      "additions_usd": 1079.96,
      "delivered_usd": null,
      "one_tb_upgrade_price": null,
      "estimated_wall_watts": 850,
      "power_status": "unverified_estimate",
      "purchase_gates": [
        "OEM model/support matrix",
        "two NVMe x4 links and NIC/riser coexistence",
        "redundant PSU output",
        "US shipping/import/VAT/support",
        "DRAM not Optane PMem",
        "written price and quantity quote"
      ]
    },
    "one_short_alternative": {
      "design": "New EPYC 9355P 32-core + H13SSL-NT rev2.x + 512GB DDR5 ECC 8x64GB + 4U",
      "bom": [
        {
          "category": "CPU",
          "model": "AMD EPYC 9355P",
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          "unit_price": {
            "amount": 4490.99,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://www.newegg.com/p/pl?d=amd+epyc+9355p",
            "source_id": 72,
            "status": "observed_list_price_not_cart_quote"
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          "extended_usd": 4490.99
        },
        {
          "category": "Motherboard",
          "model": "Supermicro H13SSL-NT rev 2.x",
          "quantity": 1,
          "unit_price": {
            "amount": 1994.0,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://ctspoint.com/h13ssl-nt-supermicro",
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            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 1994.0
        },
        {
          "category": "RAM",
          "model": "Samsung M321R8GA0EB0-CWM 64GB DDR5-5600 ECC RDIMM",
          "quantity": 8,
          "unit_price": {
            "amount": 3924.0,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://networkdevicesinc.com/products/m321r8ga0eb0-cwm",
            "source_id": 171,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 31392.0
        },
        {
          "category": "NVMe",
          "model": "Samsung 990 PRO 2TB",
          "quantity": 2,
          "unit_price": {
            "amount": 389.99,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://www.newegg.com/samsung-2tb-990-pro-nvme-2-0/p/N82E16820147861",
            "source_id": 115,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 779.98
        },
        {
          "category": "NIC",
          "model": "MCX4121A-ACAT",
          "quantity": 1,
          "unit_price": {
            "amount": 299.98,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://www.neutronusa.com/prod.cfm/2153509",
            "source_id": 101,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 299.98
        },
        {
          "category": "PSU",
          "model": "Corsair RM1000x",
          "quantity": 1,
          "unit_price": {
            "amount": 209.99,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://www.corsair.com/us/en/p/psu/cp-9020271-na/rmx-series-rm1000x-fully-modular-power-supply-cp-9020271-na",
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            "status": "observed_list_price_not_cart_quote"
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          "extended_usd": 209.99
        },
        {
          "category": "CPU cooling",
          "model": "Supermicro SNK-P0084AP4",
          "quantity": 1,
          "unit_price": {
            "amount": 94.45,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://store.supermicro.com/server-accessories/heatsink/4u-heatsink.html",
            "source_id": 178,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 94.45
        },
        {
          "category": "Chassis",
          "model": "Sliger CX4170a",
          "quantity": 1,
          "unit_price": {
            "amount": 249.0,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
            "source_id": 190,
            "status": "observed_list_price_not_cart_quote"
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          "extended_usd": 249.0
        },
        {
          "category": "Fans",
          "model": "ARCTIC P12 Pro PST CO",
          "quantity": 3,
          "unit_price": {
            "amount": 15.0,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
            "source_id": 190,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 45.0
        },
        {
          "category": "Rails",
          "model": "GDRAIL-20XX-B",
          "quantity": 1,
          "unit_price": {
            "amount": 109.0,
            "currency": "USD",
            "date_seen": "2026-11-04",
            "source_url": "https://sliger.com/products/rackmount/4u/cx4170a",
            "source_id": 190,
            "status": "observed_list_price_not_cart_quote"
          },
          "extended_usd": 109.0
        }
      ],
      "per_node_parts_usd": 39664.39,
      "estimated_wall_watts": 550,
      "price_status": "observed_discrete_parts_sum_not_assembled_quote",
      "note": "Eight of twelve memory channels. Current memory list prices dominate cost; 768GB/12 DIMMs requires separate budget."
    },
    "blender_caveat": "No exact dual7763 5.2 median. All-version dual7763 median 2441.375860692686, 46 submissions, context only. Single7763 must not be mislabeled dual.",
    "cycles_cpu_nodes_per_one_selected_gpu": {
      "single_9355P": 9.510569172416252,
      "dual_7713_reference_not_selected": 5.663288756908688,
      "dual_9555_reference_not_selected": 2.846575574865243,
      "selected_dual_7763": null
    }
  },
  "control_plane": {
    "nodes": 3,
    "model": "MINISFORUM MS-01 i9-13900H 32GB+1TB US",
    "ram_gb_per_node": 32,
    "bom_per_node": [
      {
        "category": "Mini PC",
        "model": "MINISFORUM MS-01 i9-13900H 32GB RAM + 1TB SSD, US",
        "quantity": 1,
        "unit_price": {
          "amount": 1295.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://store.minisforum.com/products/minisforum-ms-01-workstation.js",
          "source_id": 45,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 1295.0
      },
      {
        "category": "PLP VM pool SSD",
        "model": "Samsung PM9A3 MZ1L2960HCJR-00A07 960GB M.2 22110",
        "quantity": 2,
        "unit_price": {
          "amount": 1938.99,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.cdw.com/product/samsung-pm9a3-960gb-m.2-solid-state-drive/6815347",
          "source_id": 140,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 3877.98
      }
    ],
    "per_node_usd": 5172.98,
    "cluster_usd": 15518.94,
    "estimated_wall_watts_per_node": 80,
    "storage": "Original 1TB boot plus 2x PM9A3 960GB M.2 22110 PLP in slots 2/3, ZFS mirror; one-minute whole-VM disk replication to both peers.",
    "nic": "Two onboard10GbE SFP+ to data A/B; two2.5GbE copper negotiate1GbE to corosync A/B.",
    "vm_layout": "Agent gateway+SQLite memory+CPU embeddings, one active8vCPU/16GiB VM; separate4GiB manager VM. Leave6-8GiB per host for Proxmox/ZFS and N+1 placement.",
    "sqlite": "Local ext4 within single replicated virtual block disk, DB/WAL/SHM together, one active writer. No SQLite on NFS/SMB, no live raw-file rsync. Online/offsite backups separate.",
    "ha": "Fencing/quorum then restart on healthy host. Official typical about2min; target1-3min plus guest/app recovery, not live migration.",
    "rpo": "Last successful replication, potentially >1minute when lagging.",
    "live_migration": "Healthy source/target, compatible CPU baseline/QEMU/machine version, identical bridges/VLANs, sufficient RAM and bandwidth, reachable replicated disk or live disk-copy, no passthrough."
  },
  "network": {
    "bom": [
      {
        "category": "25G switches",
        "model": "MikroTik CRS518-16XS-2XQ-RM",
        "quantity": 2,
        "unit_price": {
          "amount": 1595.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://mikrotik.com/product/crs518_16xs_2xq",
          "source_id": 27,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 3190.0
      },
      {
        "category": "Management switches",
        "model": "MikroTik CRS326-24G-2S+RM",
        "quantity": 2,
        "unit_price": {
          "amount": 209.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://mikrotik.com/product/CRS326-24G-2SplusRM",
          "source_id": 262,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 418.0
      },
      {
        "category": "Inter-switch 100G DAC",
        "model": "MikroTik XQ+DA0001",
        "quantity": 2,
        "unit_price": {
          "amount": 39.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://mikrotik.com/product/xq_da0001",
          "source_id": 206,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 78.0
      },
      {
        "category": "Endpoint DAC + management uplink DAC",
        "model": "MikroTik XS+DA0003",
        "quantity": 28,
        "unit_price": {
          "amount": 39.0,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://mikrotik.com/product/xs%5Fda0003",
          "source_id": 204,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 1092.0
      },
      {
        "category": "Workstation/storage NIC retrofit",
        "model": "MCX4121A-ACAT",
        "quantity": 3,
        "unit_price": {
          "amount": 299.98,
          "currency": "USD",
          "date_seen": "2026-11-04",
          "source_url": "https://www.neutronusa.com/prod.cfm/2153509",
          "source_id": 101,
          "status": "observed_list_price_not_cart_quote"
        },
        "extended_usd": 899.94
      }
    ],
    "total_usd": 5677.94,
    "per_switch_ports": {
      "gpu": 4,
      "cpu": 2,
      "workstation": 1,
      "storage": 2,
      "control_at_10gbe": 3,
      "management_uplinks": 2,
      "spare": 2
    },
    "inter_switch": "2x100G A-B links; active-backup bonds avoid MLAG dependence",
    "fallback": "Same CRS518 SFP28 ports at10GbE; XS+DA0003 cables support1/10/25G",
    "max_power_watts": 238,
    "cost_status": "Switch/DAC MSRP + NIC list prices, excludes long-run optics/fiber/copper patch leads/router; cable interoperability test required",
    "growth": "Startup pair does not serve16/64CPU nodes. Add leaves/spine; expanded fabric costs unverified."
  },
  "benchmarks": [
    {
      "device": "NVIDIA GeForce RTX 3090",
      "blender_version": "5.2.0",
      "compute_type": "OPTIX",
      "median_score": 5087.132259974874,
      "benchmark_count": 102,
      "date_seen": "2026-11-04",
      "source_url": "https://opendata.blender.org/benchmarks/query/?group_by=device_name&blender_version=5.2.0&compute_type=OPTIX&response_type=datatables",
      "source_id": 280
    },
    {
      "device": "NVIDIA GeForce RTX 5090",
      "blender_version": "5.2.0",
      "compute_type": "OPTIX",
      "median_score": 16072.211277435292,
      "benchmark_count": 218,
      "date_seen": "2026-11-04",
      "source_url": "https://opendata.blender.org/benchmarks/query/?group_by=device_name&blender_version=5.2.0&compute_type=OPTIX&response_type=datatables",
      "source_id": 280
    },
    {
      "device": "NVIDIA RTX PRO 5000 Blackwell",
      "blender_version": "5.2.0",
      "compute_type": "OPTIX",
      "median_score": 11690.995266463993,
      "benchmark_count": 4,
      "date_seen": "2026-11-04",
      "source_url": "https://opendata.blender.org/benchmarks/query/?group_by=device_name&blender_version=5.2.0&compute_type=OPTIX&response_type=datatables",
      "source_id": 280
    },
    {
      "device": "NVIDIA RTX PRO 5000 72GB Blackwell",
      "blender_version": "5.2.0",
      "compute_type": "OPTIX",
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