{
  "schema_version": "1.0",
  "title": "Biohazard VFX workstation builds",
  "observed_date": "2026-11-04",
  "timezone": "America/Denver",
  "currency": "USD",
  "scope": "Three complete bare-tower workstation BOMs from currently orderable US offers",
  "price_policy": {
    "tax_usd": null,
    "shipping_usd": null,
    "assembly_usd": null,
    "all_totals_are_parts_only": true,
    "prices_from": "live retailer page / product variant API / browser purchase panel; not MSRP",
    "unknowns_not_assumed_zero": [
      "tax",
      "shipping",
      "assembly",
      "UPS",
      "electrical infrastructure",
      "NAS and switch upgrades",
      "DCC/render licenses"
    ]
  },
  "brief_context": {
    "current_cpu": "AMD Ryzen 9 7900X",
    "current_ram_gb": 93,
    "current_gpu": "NVIDIA GeForce RTX 3090 24GB",
    "city_frame_working_set_gb_min": 28,
    "city_frame_working_set_gb_max": 33,
    "applications": [
      "Houdini 22: simulation, Karma XPU/CPU, Mantra",
      "Blender 5.2: Cycles/OptiX",
      "Nuke CPU compositing",
      "ComfyUI, SAM, video generation, local LLMs"
    ],
    "platform": "Arch Linux, ACES; multiple AI-agent-driven DCC sessions concurrently",
    "provenance": "User-supplied brief, not independently measured"
  },
  "builds": [
    {
      "id": "star-killer",
      "name": "STAR-KILLER",
      "parts": [
        {
          "category": "CPU",
          "model": "AMD Ryzen Threadripper PRO 9995WX, 96C/192T",
          "sku": "100-100001361WOF",
          "quantity": 1,
          "unit_price_usd": 12422.16,
          "unit_price_cents": 1242216,
          "line_total_usd": 12422.16,
          "line_total_cents": 1242216,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Aztek Computers",
          "condition": "new",
          "availability": "1_available",
          "source_id": 3,
          "source_url": "https://www.aztekcomputers.com/100-100001361wof-ryzen-threadripper-pro-9995wx-processor-amd/p",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Live price supersedes indexed $12,057.35."
        },
        {
          "category": "Motherboard",
          "model": "ASUS Pro WS WRX90E-SAGE SE",
          "sku": "PRO WS WRX90E-SAGE SE",
          "quantity": 1,
          "unit_price_usd": 1274.32,
          "unit_price_cents": 127432,
          "line_total_usd": 1274.32,
          "line_total_cents": 127432,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Empowered PC, fulfilled by Amazon",
          "condition": "new",
          "availability": "7_available",
          "source_id": 374,
          "source_url": "https://www.amazon.com/dp/B0CQRYXWWQ",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "New offer, not $949.99 used offer. Update BIOS to 1106 or newer."
        },
        {
          "category": "RAM kit",
          "model": "NEMIX 1TB (8x128GB), DDR5-6400 ECC RDIMM",
          "sku": "MR51200-724K8-ASUS-WRX90E-SAGE",
          "quantity": 1,
          "unit_price_usd": 53382.99,
          "unit_price_cents": 5338299,
          "line_total_usd": 53382.99,
          "line_total_cents": 5338299,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "NEMIX RAM direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 381,
          "source_url": "https://nemixram.com/products/asus-pro-ws-wrx90e-sage-se-workstation-motherboard-memory-upgrade-ddr5-6400-pc5-51200?variant=53297182277944",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            296
          ],
          "notes": "One matched eight-module kit; fill all eight channels."
        },
        {
          "category": "GPU",
          "model": "NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition, 96GB GDDR7 ECC",
          "sku": "NVIDIA-RTX-PRO-6000-96GB-BLACKWELL-MAX-Q-Edition",
          "quantity": 3,
          "unit_price_usd": 17385.3,
          "unit_price_cents": 1738530,
          "line_total_usd": 52155.9,
          "line_total_cents": 5215590,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Cloud Ninjas",
          "condition": "new",
          "availability": "10_in_stock",
          "source_id": 82,
          "source_url": "https://cloudninjas.com/products/nvidia-rtx-pro-6000-blackwell-96gb-max-q-edition-gpu",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            184
          ],
          "notes": "Seller requires GTC paperwork before purchase can be finalized. Retailer identifier shown; manufacturer SKU not disclosed by this offer."
        },
        {
          "category": "CPU cooler",
          "model": "Noctua NH-U14S TR5-SP6",
          "sku": "NH-U14S TR5-SP6",
          "quantity": 1,
          "unit_price_usd": 139.95,
          "unit_price_cents": 13995,
          "line_total_usd": 139.95,
          "line_total_cents": 13995,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Noctua Cooling Solutions",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 359,
          "source_url": "https://www.amazon.com/dp/B0CHRS9RXB",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Includes dual NF-A15 fans and pre-applied NT-H2 paste."
        },
        {
          "category": "OS / applications NVMe",
          "model": "Samsung 990 PRO 2TB",
          "sku": "MZ-V9P2T0B/AM",
          "quantity": 1,
          "unit_price_usd": 389.99,
          "unit_price_cents": 38999,
          "line_total_usd": 389.99,
          "line_total_cents": 38999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon.com (sold/shipped by Amazon)",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 323,
          "source_url": "https://www.amazon.com/dp/B0BHJJ9Y77",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Bare drive; use motherboard heatsink."
        },
        {
          "category": "Scratch NVMe",
          "model": "Samsung 9100 PRO 4TB",
          "sku": "MZ-VAP4T0B/AM",
          "quantity": 3,
          "unit_price_usd": 984.99,
          "unit_price_cents": 98499,
          "line_total_usd": 2954.97,
          "line_total_cents": 295497,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon marketplace / PC Outlets",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 324,
          "source_url": "https://www.amazon.com/dp/B0DX2GJ1YR",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "New condition, not the cheaper used offer; motherboard M.2 heatsinks."
        },
        {
          "category": "100GbE NIC",
          "model": "NVIDIA/Mellanox ConnectX-5 EN, single-port QSFP28, full-height",
          "sku": "MCX515A-CCAT-R (card MCX515A-CCAT)",
          "quantity": 1,
          "unit_price_usd": 169.95,
          "unit_price_cents": 16995,
          "line_total_usd": 169.95,
          "line_total_cents": 16995,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Resilient Tec",
          "condition": "refurbished",
          "availability": "342_ready_to_ship",
          "source_id": 344,
          "source_url": "https://resilient-tec.com/products/mcx515a-ccat-refurbished-nvidia-mellanox-connectx-5-en-single-port-100gbe-qsfp28-nic",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            375
          ],
          "notes": "Full-height bracket stated; PCIe 3.0 x16; Ethernet, not InfiniBand."
        },
        {
          "category": "Network cable",
          "model": "Resilient Tec Mellanox-compatible 100GbE QSFP28 passive DAC, 1m",
          "sku": "MCP1600-C001",
          "quantity": 1,
          "unit_price_usd": 45.0,
          "unit_price_cents": 4500,
          "line_total_usd": 45.0,
          "line_total_cents": 4500,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Resilient Tec",
          "condition": "new",
          "availability": "5_ready_to_ship",
          "source_id": 372,
          "source_url": "https://resilient-tec.com/products/mcp1600-c001-mellanox-compatible-100g-qsfp28-passive-dac-cable-1m",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            376
          ],
          "notes": "Third-party compatible, not represented as NVIDIA OEM. Assumes an existing compatible nearby 100GbE endpoint."
        },
        {
          "category": "PSU",
          "model": "SilverStone HELA 2050R Platinum 2050W",
          "sku": "SST-HA2050R-PM",
          "quantity": 1,
          "unit_price_usd": 542.79,
          "unit_price_cents": 54279,
          "line_total_usd": 542.79,
          "line_total_cents": 54279,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "AVADirect",
          "condition": "new",
          "availability": "distributor_order_3_to_5_days",
          "source_id": 162,
          "source_url": "https://www.avadirect.com/HELA-2050R-80-PLUS-Platinum-2050W-Fully-Modular-ATX-Power-Supply/Product/17785563",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Orderable, NOT verified shelf stock. Full 2050W output requires 200-240V. 2 native 16-pin interfaces / 3 included GPU cables; use supplied rated cable set."
        },
        {
          "category": "AC power cord",
          "model": "CableWholesale NEMA 6-20P to IEC C19, 12/3 AWG, 20A, 6ft",
          "sku": "10W3-42506",
          "quantity": 1,
          "unit_price_usd": 17.08,
          "unit_price_cents": 1708,
          "line_total_usd": 17.08,
          "line_total_cents": 1708,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "CableWholesale",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 377,
          "source_url": "https://www.cablewholesale.com/products/power-products/power-cords/product-10w3-42506.php",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Requires an existing properly installed 240V NEMA 6-20 receptacle. Shipping not included in subtotal."
        },
        {
          "category": "Chassis",
          "model": "Fractal Design Meshify 2 XL, black, light-tint glass",
          "sku": "FD-C-MES2X-02",
          "quantity": 1,
          "unit_price_usd": 239.99,
          "unit_price_cents": 23999,
          "line_total_usd": 239.99,
          "line_total_cents": 23999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon marketplace / Newegg Business",
          "condition": "new",
          "availability": "orderable_new_offer",
          "source_id": 358,
          "source_url": "https://www.amazon.com/dp/B08232YMV9",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Live all-buying-options panel; includes 3 Dynamic X2 GP-14 140mm fans. Open layout; remove HDD cages."
        },
        {
          "category": "Additional chassis fans",
          "model": "Noctua NF-A14 PWM 140mm",
          "sku": "NF-A14 PWM",
          "quantity": 5,
          "unit_price_usd": 24.95,
          "unit_price_cents": 2495,
          "line_total_usd": 124.75,
          "line_total_cents": 12475,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Noctua Cooling Solutions",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 325,
          "source_url": "https://www.amazon.com/dp/B00CP6QLY6",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Use motherboard headers / included case hub; maintain intake over RDIMMs."
        }
      ],
      "total_usd": 123859.84,
      "total_cents": 12385984,
      "total_scope": "Parts subtotal before sales tax, shipping, assembly and site infrastructure",
      "cpu_cores": 96,
      "cpu_threads": 192,
      "ram_gb": 1024,
      "ram_type": "ECC RDIMM",
      "gpu_count": 3,
      "vram_gb_per_gpu": 96,
      "vram_gb_total_physical": 288,
      "vram_is_unified": false,
      "power": {
        "load_ac_w_estimate_min": 1650,
        "load_ac_w_estimate_max": 1850,
        "dc_budget_w_estimate": 1550,
        "measurement_status": "unverified: engineering budget; no assembled machine or wall-meter measurement",
        "circuit": "240V NEMA 6-20, dedicated existing circuit; 2050W output requires 200-240V."
      },
      "benchmarks": {
        "current_application_line": "Blender 5.2",
        "current_patch": "5.2.3",
        "current_patch_cpu_score": null,
        "current_patch_gpu_score": null,
        "current_patch_status": "unverified: exact 5.2.3 queries returned no rows",
        "verified_benchmark_version": "5.2.0",
        "gpu_compute_type": "OPTIX",
        "gpu_median_score_per_device": 15505.04,
        "gpu_submission_count": 7,
        "gpu_count": 3,
        "cpu_compute_type": "CPU",
        "cpu_median_score": 2640.38,
        "cpu_submission_count": 2,
        "whole_build_multi_gpu_score": null,
        "whole_build_multi_gpu_status": "unverified: no exact whole-build benchmark; per-device medians are not additive measured results",
        "gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.0&group_by=device_name",
        "cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.0&group_by=device_name",
        "exact_patch_gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.3&group_by=device_name",
        "exact_patch_cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.3&group_by=device_name",
        "platform_filter": "all OS; no Linux-only performance guarantee"
      },
      "unlocks": [
        "28–33GB city frames with 96GB per device, without relying on host-memory spill.",
        "Three independently schedulable GPU workers: DCC rendering, ComfyUI/SAM video work, local LLM.",
        "1TB host memory for concurrent Houdini sims, Nuke comps, Blender and model sessions; 96 CPU cores for CPU rendering/simulation."
      ],
      "main_bottleneck": "Per-job threading / memory-bandwidth scaling and individual 96GB device limit; storage endpoint can still bottleneck the 100GbE link.",
      "noise": "Very large air-cooled tower; three blower GPUs plus RDIMM/VRM airflow are not a quiet edit-room machine. No measured dBA. Put in a ventilated machine room.",
      "slot_plan": "GPUs in board slots 1/3/5; NIC in slot 7 (x16); slot 6 is the electrical x8 slot, covered by GPU 3. Four onboard M.2 sockets: one boot + three scratch.",
      "storage_plan": "2TB separate OS/apps + three 4TB PCIe 5.0 SSDs in Linux mdadm RAID0 = 12TB decimal disposable scratch. No redundancy; keep source, deliverables and backups elsewhere.",
      "included_components": [
        "Two Noctua CPU fans and pre-applied paste",
        "Three chassis GP-14 fans; five additional NF-A14 fans priced",
        "Motherboard M.2 heatsinks, screws and supplied PCIe-to-CPU power adapters",
        "PSU original modular cables; use the correct supplied 300W-or-better GPU feed on each Max-Q card"
      ],
      "commissioning": [
        "Update WRX90E-SAGE SE BIOS to >=1106 before CPU boot.",
        "Use all required motherboard CPU and multi-GPU auxiliary power connections; do not confuse CPU/EPS and PCIe pinouts.",
        "Verify the exact 1TB kit with NEMIX and motherboard BIOS; run full-memory ECC/error and concurrent-load thermal tests.",
        "Requires 200–240V for full PSU output; include the priced 6-20P cord, not a 120V plug adapter."
      ],
      "source_ids": [
        233,
        249,
        238,
        237,
        391,
        390,
        243,
        241,
        242
      ]
    },
    {
      "id": "mid",
      "name": "MID",
      "parts": [
        {
          "category": "CPU",
          "model": "AMD Ryzen Threadripper 9970X, 32C/64T",
          "sku": "100-100001594WOF",
          "quantity": 1,
          "unit_price_usd": 2368.15,
          "unit_price_cents": 236815,
          "line_total_usd": 2368.15,
          "line_total_cents": 236815,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon marketplace / IPC-STORE",
          "condition": "new",
          "availability": "19_available",
          "source_id": 356,
          "source_url": "https://www.amazon.com/dp/B0FJ6FJN2H",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Live listing, not MSRP or indexed SHI price."
        },
        {
          "category": "Motherboard",
          "model": "ASUS Pro WS TRX50-SAGE WIFI (original, not WIFI A)",
          "sku": "PRO WS TRX50-SAGE WIFI",
          "quantity": 1,
          "unit_price_usd": 1129.99,
          "unit_price_cents": 112999,
          "line_total_usd": 1129.99,
          "line_total_cents": 112999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "CDW",
          "condition": "new",
          "availability": "4_units_available",
          "source_id": 33,
          "source_url": "https://www.cdw.com/product/asus-pro-ws-trx50-sage-wifi-motherboard-ssi-ceb-socket-str5-amd-trx/7798079",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "BIOS 1106 or newer for 9970X."
        },
        {
          "category": "RAM kit",
          "model": "NEMIX 256GB (4x64GB), DDR5-5600 ECC RDIMM",
          "sku": "MR44800-924K4-ASUS-TRX50-5600",
          "quantity": 1,
          "unit_price_usd": 11790.99,
          "unit_price_cents": 1179099,
          "line_total_usd": 11790.99,
          "line_total_cents": 1179099,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "NEMIX RAM direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 382,
          "source_url": "https://nemixram.com/products/nemix-ram-memory-compatible-with-asus-trx50-sage-wifi-wifi-a-5600?variant=52781118882104",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            182
          ],
          "notes": "One matched four-module kit; four channels, no mixed kits."
        },
        {
          "category": "GPU",
          "model": "PNY NVIDIA RTX PRO 5000 72GB Blackwell, GDDR7 ECC",
          "sku": "VCNRTXPRO5000B72-PB",
          "quantity": 1,
          "unit_price_usd": 9339.81,
          "unit_price_cents": 933981,
          "line_total_usd": 9339.81,
          "line_total_cents": 933981,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Aztek Computers",
          "condition": "new",
          "availability": "59_available",
          "source_id": 46,
          "source_url": "https://www.aztekcomputers.com/vcnrtxpro5000b72-pb-nvidia-rtx-pro-5000-72gb-graphics-card-pny-technologies/p",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "This is the 72GB variant, not 48GB. Retailer description says GDDR6 in error; NVIDIA confirms GDDR7."
        },
        {
          "category": "CPU cooler",
          "model": "Noctua NH-U14S TR5-SP6",
          "sku": "NH-U14S TR5-SP6",
          "quantity": 1,
          "unit_price_usd": 139.95,
          "unit_price_cents": 13995,
          "line_total_usd": 139.95,
          "line_total_cents": 13995,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Noctua Cooling Solutions",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 359,
          "source_url": "https://www.amazon.com/dp/B0CHRS9RXB",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Includes dual NF-A15 fans and pre-applied NT-H2 paste."
        },
        {
          "category": "OS / applications NVMe",
          "model": "Samsung 990 PRO 2TB",
          "sku": "MZ-V9P2T0B/AM",
          "quantity": 1,
          "unit_price_usd": 389.99,
          "unit_price_cents": 38999,
          "line_total_usd": 389.99,
          "line_total_cents": 38999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon.com (sold/shipped by Amazon)",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 323,
          "source_url": "https://www.amazon.com/dp/B0BHJJ9Y77",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Bare drive; use motherboard heatsink."
        },
        {
          "category": "Scratch NVMe",
          "model": "Samsung 9100 PRO 4TB",
          "sku": "MZ-VAP4T0B/AM",
          "quantity": 1,
          "unit_price_usd": 984.99,
          "unit_price_cents": 98499,
          "line_total_usd": 984.99,
          "line_total_cents": 98499,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon marketplace / PC Outlets",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 324,
          "source_url": "https://www.amazon.com/dp/B0DX2GJ1YR",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "New condition, not the cheaper used offer; motherboard M.2 heatsinks."
        },
        {
          "category": "PSU",
          "model": "Corsair HX1500i (2025), 1500W ATX 3.1",
          "sku": "CP-9020309-NA",
          "quantity": 1,
          "unit_price_usd": 319.99,
          "unit_price_cents": 31999,
          "line_total_usd": 319.99,
          "line_total_cents": 31999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Corsair US direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 253,
          "source_url": "https://www.corsair.com/us/en/p/psu/cp-9020309-na/hx1500i-fully-modular-ultra-low-noise-platinum-atx-1500-watt-pc-power-supply-cp-9020309-na",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Sized for a later second 300W GPU; second GPU not included."
        },
        {
          "category": "Chassis",
          "model": "Fractal Design Meshify 2 XL, black, light-tint glass",
          "sku": "FD-C-MES2X-02",
          "quantity": 1,
          "unit_price_usd": 239.99,
          "unit_price_cents": 23999,
          "line_total_usd": 239.99,
          "line_total_cents": 23999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon marketplace / Newegg Business",
          "condition": "new",
          "availability": "orderable_new_offer",
          "source_id": 358,
          "source_url": "https://www.amazon.com/dp/B08232YMV9",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Live all-buying-options panel; includes 3 Dynamic X2 GP-14 140mm fans. Open layout; remove HDD cages."
        },
        {
          "category": "Additional chassis fans",
          "model": "Noctua NF-A14 PWM 140mm",
          "sku": "NF-A14 PWM",
          "quantity": 2,
          "unit_price_usd": 24.95,
          "unit_price_cents": 2495,
          "line_total_usd": 49.9,
          "line_total_cents": 4990,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Noctua Cooling Solutions",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 325,
          "source_url": "https://www.amazon.com/dp/B00CP6QLY6",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Use motherboard headers / included case hub; maintain intake over RDIMMs."
        }
      ],
      "total_usd": 26753.75,
      "total_cents": 2675375,
      "total_scope": "Parts subtotal before sales tax, shipping, assembly and site infrastructure",
      "cpu_cores": 32,
      "cpu_threads": 64,
      "ram_gb": 256,
      "ram_type": "ECC RDIMM",
      "gpu_count": 1,
      "vram_gb_per_gpu": 72,
      "vram_gb_total_physical": 72,
      "vram_is_unified": false,
      "power": {
        "load_ac_w_estimate_min": 800,
        "load_ac_w_estimate_max": 950,
        "dc_budget_w_estimate": 800,
        "measurement_status": "unverified: engineering budget; no assembled machine or wall-meter measurement",
        "circuit": "120V; separate heavy-load workstation circuits from other sustained large loads."
      },
      "benchmarks": {
        "current_application_line": "Blender 5.2",
        "current_patch": "5.2.3",
        "current_patch_cpu_score": null,
        "current_patch_gpu_score": null,
        "current_patch_status": "unverified: exact 5.2.3 queries returned no rows",
        "verified_benchmark_version": "5.2.0",
        "gpu_compute_type": "OPTIX",
        "gpu_median_score_per_device": 10956.48,
        "gpu_submission_count": 5,
        "gpu_count": 1,
        "cpu_compute_type": "CPU",
        "cpu_median_score": 1376.93,
        "cpu_submission_count": 1,
        "whole_build_multi_gpu_score": null,
        "whole_build_multi_gpu_status": "unverified: no exact whole-build benchmark; per-device medians are not additive measured results",
        "gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.0&group_by=device_name",
        "cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.0&group_by=device_name",
        "exact_patch_gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.3&group_by=device_name",
        "exact_patch_cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.3&group_by=device_name",
        "platform_filter": "all OS; no Linux-only performance guarantee"
      },
      "unlocks": [
        "One 72GB GPU comfortably accommodates the stated city-scene working set.",
        "256GB ECC host RAM and 32 cores make parallel Houdini/Nuke/Blender sessions practical.",
        "Second 300W two-slot GPU can be added without replacing the specified tower/PSU; not included in price."
      ],
      "main_bottleneck": "One GPU remains a shared scheduling/VRAM resource across render and AI jobs; four memory channels and 256GB cap in this purchased kit are below the star tier.",
      "noise": "Large tower; one blower GPU, air CPU cooler and motherboard fans are audible under sustained work. No measured dBA.",
      "slot_plan": "Use a full-x16 CPU-connected Gen5 slot for the GPU; keep the other full-x16 slot available for later expansion. Onboard 10GbE, not a purchased NIC.",
      "storage_plan": "2TB OS/apps on an onboard M.2; 4TB 9100 PRO scratch in a CPU-connected Gen5 M.2 socket. No RAID in this build.",
      "included_components": [
        "Two CPU fans and paste",
        "Three chassis fans plus two additional priced NF-A14 fans",
        "Motherboard 10GbE, M.2 heatsinks and mounting hardware",
        "HX1500i original cabling; follow motherboard single-PSU connection instructions"
      ],
      "commissioning": [
        "Update original TRX50-SAGE WIFI BIOS to >=1106 for 9970X.",
        "Retain exactly the 4x64GB matched RDIMM kit; no consumer UDIMMs or split kits.",
        "Queue GPU-heavy jobs until a second card is installed; do not assume graphics-process VRAM partitions."
      ],
      "source_ids": [
        319,
        250,
        239,
        253,
        395
      ]
    },
    {
      "id": "budget",
      "name": "BUDGET",
      "parts": [
        {
          "category": "CPU",
          "model": "AMD Ryzen 9 5900XT, 16C/32T",
          "sku": "100-100001581WOF",
          "quantity": 1,
          "unit_price_usd": 315.0,
          "unit_price_cents": 31500,
          "line_total_usd": 315.0,
          "line_total_cents": 31500,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon.com (sold/shipped by Amazon)",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 322,
          "source_url": "https://www.amazon.com/dp/B0D6NMCZG1",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "DDR4 platform intentionally saves RAM cost; not a CPU-speed upgrade over the existing 7900X."
        },
        {
          "category": "Motherboard",
          "model": "MSI PRO B550M-VC WIFI",
          "sku": "PRO B550M-VC WIFI",
          "quantity": 1,
          "unit_price_usd": 109.99,
          "unit_price_cents": 10999,
          "line_total_usd": 109.99,
          "line_total_cents": 10999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon.com (sold/shipped by Amazon)",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 357,
          "source_url": "https://www.amazon.com/dp/B0BDCZRBD6",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Flash current stable CPU-supporting BIOS before deployment; flash button is available."
        },
        {
          "category": "RAM kit",
          "model": "NEMIX 128GB (4x32GB), DDR4-3200 non-ECC UDIMM",
          "sku": "MD25600-328K4-MSI-PRO-B550M-VC-WIFI",
          "quantity": 1,
          "unit_price_usd": 916.99,
          "unit_price_cents": 91699,
          "line_total_usd": 916.99,
          "line_total_cents": 91699,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "NEMIX RAM direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 383,
          "source_url": "https://nemixram.com/products/msi-pro-b550m-vc-wifi-motherboard-memory-upgrade-ddr4-3200-pc4-25600-non-ecc-udimm?variant=53061160304952",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            353
          ],
          "notes": "One matched four-module kit; run conservative JEDEC timings if 4-DIMM training needs it."
        },
        {
          "category": "GPU",
          "model": "NVIDIA RTX A6000 Ampere, 48GB GDDR6 ECC",
          "sku": "NVD-QUARA-48-EXC-7CQCF1 (retailer SKU)",
          "quantity": 1,
          "unit_price_usd": 4799.99,
          "unit_price_cents": 479999,
          "line_total_usd": 4799.99,
          "line_total_cents": 479999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "ItsWorthMore",
          "condition": "refurbished",
          "availability": "excellent_variant_available",
          "source_id": 203,
          "source_url": "https://buy.itsworthmore.com/products/nvidia-quadro-rtx-a6000-48gb-ram-00608dac",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [
            252
          ],
          "notes": "Excellent refurbished condition; manufacturer sub-part number not disclosed. Use the card identity/48GB Ampere designation, not RTX 6000 Ada or Quadro RTX 6000 24GB."
        },
        {
          "category": "CPU cooler",
          "model": "Thermalright Phantom Spirit 120 SE",
          "sku": "PS120 SE / ASIN B0BNDTJVPL",
          "quantity": 1,
          "unit_price_usd": 35.9,
          "unit_price_cents": 3590,
          "line_total_usd": 35.9,
          "line_total_cents": 3590,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon / Thermalright Direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 326,
          "source_url": "https://www.amazon.com/dp/B0BNDTJVPL",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Dual 120mm fans included; use supplied AM4 mount and paste."
        },
        {
          "category": "OS / applications NVMe",
          "model": "Samsung 990 PRO 2TB",
          "sku": "MZ-V9P2T0B/AM",
          "quantity": 1,
          "unit_price_usd": 389.99,
          "unit_price_cents": 38999,
          "line_total_usd": 389.99,
          "line_total_cents": 38999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Amazon.com (sold/shipped by Amazon)",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 323,
          "source_url": "https://www.amazon.com/dp/B0BHJJ9Y77",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Bare drive; use motherboard heatsink."
        },
        {
          "category": "PSU",
          "model": "Corsair RM850e ThermalProtect, 850W ATX 3.1",
          "sku": "CP-9020336-NA",
          "quantity": 1,
          "unit_price_usd": 139.99,
          "unit_price_cents": 13999,
          "line_total_usd": 139.99,
          "line_total_cents": 13999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Corsair US direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 194,
          "source_url": "https://www.corsair.com/us/en/p/psu/cp-9020336-na/rm850e-atx-3-1-low-noise-atx-power-supply-with-thermalprotect-12v-2x6-cable-cp-9020336-na",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Two EPS connectors: one motherboard CPU, one A6000 CPU-8-pin feed subject to NVIDIA power guidelines; do not confuse CPU/EPS and PCIe plugs."
        },
        {
          "category": "Chassis",
          "model": "Corsair FRAME 4000D RS ARGB, black",
          "sku": "CC-9011296-WW",
          "quantity": 1,
          "unit_price_usd": 119.99,
          "unit_price_cents": 11999,
          "line_total_usd": 119.99,
          "line_total_cents": 11999,
          "currency": "USD",
          "observed_date": "2026-11-04",
          "retailer": "Corsair US direct",
          "condition": "new",
          "availability": "in_stock",
          "source_id": 297,
          "source_url": "https://www.corsair.com/us/en/p/pc-cases/cc-9011296-ww/frame-4000d-rs-argb-modular-mid-tower-pc-case-black-cc-9011296-ww",
          "verification": "live_product_page_or_browser",
          "additional_source_ids": [],
          "notes": "Includes 3 RS120 ARGB fans: use 2 front intake and move 1 to rear exhaust. No extra fan purchase."
        }
      ],
      "total_usd": 6827.84,
      "total_cents": 682784,
      "total_scope": "Parts subtotal before sales tax, shipping, assembly and site infrastructure",
      "cpu_cores": 16,
      "cpu_threads": 32,
      "ram_gb": 128,
      "ram_type": "non-ECC UDIMM",
      "gpu_count": 1,
      "vram_gb_per_gpu": 48,
      "vram_gb_total_physical": 48,
      "vram_is_unified": false,
      "power": {
        "load_ac_w_estimate_min": 550,
        "load_ac_w_estimate_max": 650,
        "dc_budget_w_estimate": 535,
        "measurement_status": "unverified: engineering budget; no assembled machine or wall-meter measurement",
        "circuit": "120V standard grounded supply."
      },
      "benchmarks": {
        "current_application_line": "Blender 5.2",
        "current_patch": "5.2.3",
        "current_patch_cpu_score": null,
        "current_patch_gpu_score": null,
        "current_patch_status": "unverified: exact 5.2.3 queries returned no rows",
        "verified_benchmark_version": "5.2.0",
        "gpu_compute_type": "OPTIX",
        "gpu_median_score_per_device": 4640.68,
        "gpu_submission_count": 8,
        "gpu_count": 1,
        "cpu_compute_type": "CPU",
        "cpu_median_score": 411.67,
        "cpu_submission_count": 35,
        "whole_build_multi_gpu_score": null,
        "whole_build_multi_gpu_status": "unverified: no exact whole-build benchmark; per-device medians are not additive measured results",
        "gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.0&group_by=device_name",
        "cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.0&group_by=device_name",
        "exact_patch_gpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.3&group_by=device_name",
        "exact_patch_cpu_source_url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.3&group_by=device_name",
        "platform_filter": "all OS; no Linux-only performance guarantee"
      },
      "unlocks": [
        "A single 48GB Ampere GPU addresses the full 28–33GB scene range; this is a capacity repair, not a render-speed upgrade.",
        "128GB host RAM versus the supplied current 93GB; useful but still tight for four heavy DCC/AI sessions."
      ],
      "main_bottleneck": "128GB non-ECC dual-channel RAM, older Zen 3 CPU, one shared GPU and one shared boot/scratch SSD. Queue AI and renders rather than promising simultaneous full-load throughput.",
      "noise": "Normal-size tower. A6000 blower is audible at 300W; stock CPU settings and case airflow matter. No measured dBA.",
      "slot_plan": "Single A6000 in the CPU-connected PCIe 4.0 x16 slot. Use motherboard GbE; no add-in network card.",
      "storage_plan": "One 2TB 990 PRO for OS/apps/models/scratch, chosen to keep acquisition cost down. No scratch array or separate boot SSD.",
      "included_components": [
        "Two Phantom Spirit CPU fans and supplied AM4 mount/paste",
        "Three included Corsair RS120 ARGB case fans; two front, one moved rear",
        "RM850e original EPS/PCIe cable set"
      ],
      "commissioning": [
        "Flash current stable CPU-supporting MSI BIOS.",
        "Follow NVIDIA A6000 power guidelines: CPU 8-pin is not a standard PCIe 8-pin.",
        "Read back the used GPU identity/VRAM, test every VRAM region, and perform an overnight render before warranty time expires.",
        "Accept possible four-DIMM memory speed reduction rather than applying aggressive overclocked profiles."
      ],
      "source_ids": [
        351,
        352,
        350,
        213,
        384,
        194,
        297
      ]
    }
  ],
  "integrator_comparison": {
    "tier": "star-killer",
    "vendor": "Exxact",
    "model": "TWS-193767794",
    "observed_date": "2026-11-04",
    "configured_price_usd": 101068.0,
    "source_id": 79,
    "source_url": "https://configurator.exxactcorp.com/configure/TWS-193767794",
    "cpu": "Threadripper PRO 9995WX",
    "ram": "8x128GB DDR5-6400 ECC RDIMM",
    "gpu": "3x RTX PRO 6000 Blackwell Max-Q 96GB",
    "boot_storage": "2TB PCIe4 NVMe",
    "case": "4U rackmountable",
    "network": "dual onboard 10GbE",
    "warranty": "3 years parts and labor",
    "comparison_limitations": [
      "No priced DIY 3x4TB scratch array or 100GbE NIC/DAC included",
      "Exact PSU, component brands and lead time unverified",
      "Default 120V power cable needs correction/validation",
      "Configurator platform description says DDR4 but selected memory is DDR5",
      "Default RTX4500 Ada was explicitly removed and configuration read back",
      "Online configuration, not a binding quote; no order submitted"
    ],
    "widget_power_w": 1535,
    "widget_power_status": "vendor estimate; unmeasured"
  },
  "research_issues": [
    "Native extraction backend was search-only; direct requests and browser were used instead.",
    "Multiple retailer anti-bot walls; live stock and purchase-panel confirmation used when accessible.",
    "Shelf stock for star PSU not verified; retailer promises 3–5-day distributor order.",
    "Star GPU manufacturer SKU and refurbished budget GPU OEM sub-part number not disclosed; exact model and retailer identifiers preserved.",
    "Exact Blender 5.2.3 CPU/OptiX queries returned no results; 5.2.0 medians are labeled separately.",
    "Arch/DCC/model compatibility, exact assembled thermals/noise/power and whole-build multi-GPU benchmark are unverified."
  ],
  "sources": [
    {
      "id": 3,
      "url": "https://www.aztekcomputers.com/100-100001361wof-ryzen-threadripper-pro-9995wx-processor-amd/p",
      "title": "100-100001361WOF - Amd Ryzen Threadripper PRO 9995WX Processor | Aztek Computers",
      "accessed": "2026-11-04"
    },
    {
      "id": 33,
      "url": "https://www.cdw.com/product/asus-pro-ws-trx50-sage-wifi-motherboard-ssi-ceb-socket-str5-amd-trx/7798079",
      "title": "ASUS PRO WS TRX50-SAGE WIFI - motherboard - SSI CEB - Socket sTR5 - AMD TRX50 - PRO WS TRX50-SAGE WIFI - Motherboards - CDW.com",
      "accessed": "2026-11-04"
    },
    {
      "id": 46,
      "url": "https://www.aztekcomputers.com/vcnrtxpro5000b72-pb-nvidia-rtx-pro-5000-72gb-graphics-card-pny-technologies/p",
      "title": "PNY Technologies VCNRTXPRO5000B72-PB NVIDIA RTX Pro 5000 | Aztek Computers",
      "accessed": "2026-11-04"
    },
    {
      "id": 61,
      "url": "http://newsroom.intel.com/intel-products/intel-launches-new-intel-xeon-600-processors-for-workstation",
      "title": "Intel Launches new Intel® Xeon® 600 Processors for Workstation - Intel Newsroom",
      "accessed": "2026-11-04"
    },
    {
      "id": 63,
      "url": "https://www.intel.com/content/www/us/en/products/details/processors/xeon/workstations.html",
      "title": "Intel Xeon 600 Processors for Workstations​",
      "accessed": "2026-11-04"
    },
    {
      "id": 64,
      "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus/rtx-pro-5500",
      "title": "NVIDIA RTX PRO 5500 Blackwell Workstation Edition",
      "accessed": "2026-11-04"
    },
    {
      "id": 66,
      "url": "https://www.nvidia.com/en-us/products/workstations/professional-desktop-gpus",
      "title": "RTX PRO in Desktops | Built For Professionals - NVIDIA",
      "accessed": "2026-11-04"
    },
    {
      "id": 75,
      "url": "https://download.blender.org/release/Blender5.2",
      "title": "Index of /release/Blender5.2/",
      "accessed": "2026-11-04"
    },
    {
      "id": 76,
      "url": "https://www.pugetsystems.com/solutions/high-performance-computing/scientific-computing/buy-315",
      "title": "AMD Threadripper PRO Workstation for Scientific Computing",
      "accessed": "2026-11-04"
    },
    {
      "id": 79,
      "url": "https://configurator.exxactcorp.com/configure/TWS-193767794",
      "title": "Configure Exxact TensorEX Rackmountable Workstation TWS-193767794",
      "accessed": "2026-11-04"
    },
    {
      "id": 82,
      "url": "https://cloudninjas.com/products/nvidia-rtx-pro-6000-blackwell-96gb-max-q-edition-gpu",
      "title": "NVIDIA RTX PRO 6000 Blackwell 96GB Max-Q Edition @ Cloud Ninjas",
      "accessed": "2026-11-04"
    },
    {
      "id": 84,
      "url": "https://opendata.blender.org/benchmarks/query/?compute_type=OPTIX&blender_version=5.2.0&group_by=device_name",
      "title": "",
      "accessed": "2026-11-04"
    },
    {
      "id": 124,
      "url": "https://directmacro.com/dell-8vjmk-graphics-card.html",
      "title": "Refurbished and Used 8VJMK Dell Graphics Cards directmacro.com.",
      "accessed": "2026-11-04"
    },
    {
      "id": 160,
      "url": "https://opendata.blender.org/benchmarks/query/?compute_type=CPU&blender_version=5.2.0&group_by=device_name",
      "title": "",
      "accessed": "2026-11-04"
    },
    {
      "id": 162,
      "url": "https://www.avadirect.com/HELA-2050R-80-PLUS-Platinum-2050W-Fully-Modular-ATX-Power-Supply/Product/17785563",
      "title": "SilverStone HELA 2050R 80 PLUS Platinum 2050W ATX Power Supply | AVADirect",
      "accessed": "2026-11-04"
    },
    {
      "id": 181,
      "url": "https://nemixram.com/products/asus-pro-ws-wrx90e-sage-se-workstation-motherboard-memory-upgrade-ddr5-5600-pc5-44800.js",
      "title": "",
      "accessed": "2026-11-04"
    },
    {
      "id": 182,
      "url": "https://nemixram.com/products/nemix-ram-memory-compatible-with-asus-trx50-sage-wifi-wifi-a-5600.js",
      "title": "",
      "accessed": "2026-11-04"
    },
    {
      "id": 184,
      "url": "https://cloudninjas.com/products/nvidia-rtx-pro-6000-blackwell-96gb-max-q-edition-gpu.js",
      "title": "",
      "accessed": "2026-11-04"
    },
    {
      "id": 194,
      "url": "https://www.corsair.com/us/en/p/psu/cp-9020336-na/rm850e-atx-3-1-low-noise-atx-power-supply-with-thermalprotect-12v-2x6-cable-cp-9020336-na",
      "title": "RM850e ATX 3.1 Low-Noise ATX Power Supply with ThermalProtect 12V-2x6 Cable | CORSAIR",
      "accessed": "2026-11-04"
    },
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