{
  "title": "RCI Robot Edge-Compute Performance, Power and Lifecycle Claim Audit",
  "version": "0.1.0",
  "schemaVersion": 1,
  "released": "2026-08-10",
  "catalogVersion": "0.4.5",
  "canonical": "https://robotcomponentindex.com/research/robot-edge-compute-claims-audit/",
  "methodology": "https://robotcomponentindex.com/methodology/",
  "rightsNotice": "RCI provides the original hardware-boundary taxonomy, disclosure matrix, source mapping and editorial analysis. Linked manufacturer documents, product names, images and marks retain their respective rights. Verify every claim against the linked source before design, safety or procurement use.",
  "rankingBoundary": "No TOPS ranking is published. Sparse and dense peaks, unspecified TOPS, accelerator architecture, module power modes, whole-system input voltage, hardware availability and software support are different evidence fields.",
  "disclosureCriteria": [
    "exactHardwareBoundary",
    "numericAiPrecision",
    "numericAiSparsity",
    "operatingPowerOrModuleMode",
    "exactSoftwareBaseline",
    "softwareVersionBoundToAiClaim",
    "exactHardwareAvailabilityEnd",
    "productSpecificSoftwareSupportEnd"
  ],
  "recordCount": 17,
  "hardwareBoundaryCounts": {
    "production-module": 8,
    "development-platform": 2,
    "complete-system": 7
  },
  "aiBoundaryCounts": {
    "int8-sparse-only": 1,
    "int8-sparse-and-dense": 2,
    "tops-conditions-underspecified": 6,
    "accelerator-architecture-only": 2,
    "no-numeric-ai-claim": 6
  },
  "recordsWithNumericTopsClaim": 9,
  "recordsWithPrecisionAndSparsityPublished": 3,
  "recordsWithSoftwareVersionBoundToAiClaim": 3,
  "recordsWithPowerOrElectricalStatement": 11,
  "recordsWithOperatingPowerOrModuleMode": 4,
  "recordsWithInputVoltageOnly": 7,
  "completeSystemsWithWorkloadPower": 0,
  "recordsWithExactHardwareAvailabilityEnd": 5,
  "recordsWithProductSpecificSoftwareSupportEnd": 0,
  "recordsWithIndependentWorkloadEvidence": 1,
  "recordsWithCompleteLifecyclePerformanceEnvelope": 0,
  "disclosurePublishedCounts": {
    "exactHardwareBoundary": 17,
    "numericAiPrecision": 3,
    "numericAiSparsity": 3,
    "operatingPowerOrModuleMode": 4,
    "exactSoftwareBaseline": 6,
    "softwareVersionBoundToAiClaim": 3,
    "exactHardwareAvailabilityEnd": 5,
    "productSpecificSoftwareSupportEnd": 0
  },
  "records": [
    {
      "id": "compute-audit-jetson-agx-orin-64gb",
      "componentId": "cmp-nvidia-jetson-agx-orin-64gb",
      "componentSlug": "nvidia-jetson-agx-orin-64gb",
      "manufacturer": "NVIDIA",
      "model": "Jetson AGX Orin 64GB",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "P3701 production module; developer-kit carrier and complete system loads are outside this boundary.",
      "aiBoundary": "int8-sparse-only",
      "selectedAiClaim": "275 INT8 sparse TOPS",
      "sparseTops": 275,
      "aiClaimNote": "A theoretical sparse INT8 peak, not dense throughput or a robot workload benchmark.",
      "powerBoundary": "module-power-modes",
      "powerStatement": "15–60 W configured module power modes; carrier, storage, sensors and peripherals are additional.",
      "softwareBoundary": "named-stack-only",
      "softwareStatement": "JetPack / CUDA / Isaac are named, but the 275-TOPS table is not tied to one exact public software image.",
      "availabilityBoundary": "exact-product-date",
      "hardwareAvailabilityStatement": "Commercial Jetson AGX Orin 64GB module listed as available through January 2032.",
      "productSpecificSoftwareSupportEnd": "No AGX Orin 64GB-specific JetPack support end date is published in the cited lifecycle table.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "published",
        "numericAiSparsity": "published",
        "operatingPowerOrModuleMode": "published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The module headline, module power modes, carrier-board power and application latency remain separate quantities.",
      "sources": [
        {
          "id": "nvidia-agx-orin-reviewer-guide",
          "title": "NVIDIA Jetson AGX Orin Developer Kit Reviewer’s Guide",
          "url": "https://developer.nvidia.com/sites/default/files/akamai/Jetson_AGX_Orin_Developer_Kit_RG_0.pdf",
          "location": "Table 4: AGX Orin module specifications"
        },
        {
          "id": "nvidia-jetson-modules",
          "title": "NVIDIA Jetson modules lineup",
          "url": "https://developer.nvidia.com/embedded/jetson-modules",
          "location": "Production-module family specifications"
        },
        {
          "id": "nvidia-jetson-lifecycle",
          "title": "NVIDIA Jetson Product Lifecycle",
          "url": "https://developer.nvidia.com/embedded/lifecycle",
          "location": "Commercial-module availability table"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-raspberry-pi-cm5",
      "componentId": "cmp-raspberry-pi-cm5",
      "componentSlug": "raspberry-pi-compute-module-5",
      "manufacturer": "Raspberry Pi",
      "model": "Compute Module 5",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Compute Module 5; RAM, eMMC and wireless are ordered variants and connectors depend on the carrier board.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No dedicated module NPU or TOPS claim in the selected product specification",
      "aiClaimNote": "General CPU/GPU capability must not be converted into a synthetic TOPS number.",
      "powerBoundary": "not-published",
      "powerStatement": "The selected product page gives the electrical platform but no workload-qualified module consumption.",
      "softwareBoundary": "generic-or-moving-channel",
      "softwareStatement": "Raspberry Pi OS follows a staggered Debian release cycle; no CM5-specific image or support-end date is attached to the hardware commitment.",
      "availabilityBoundary": "exact-product-date",
      "hardwareAvailabilityStatement": "Compute Module 5 will remain in production until at least January 2036.",
      "productSpecificSoftwareSupportEnd": "No CM5-specific Raspberry Pi OS support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent robot workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The absence of a native TOPS headline is not a zero-performance claim; accelerators on a carrier must be audited as separate hardware.",
      "sources": [
        {
          "id": "raspberry-pi-cm5",
          "title": "Raspberry Pi Compute Module 5 product page",
          "url": "https://www.raspberrypi.com/products/compute-module-5/",
          "location": "Specifications and obsolescence statement"
        },
        {
          "id": "raspberry-pi-os",
          "title": "Raspberry Pi OS documentation",
          "url": "https://www.raspberrypi.com/documentation/computers/os.html",
          "location": "Debian-derived release-cycle statement; no module-specific software end date"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-qualcomm-rb5",
      "componentId": "cmp-qualcomm-robotics-rb5",
      "componentSlug": "qualcomm-robotics-rb5",
      "manufacturer": "Qualcomm",
      "model": "Robotics RB5 Platform",
      "hardwareBoundary": "development-platform",
      "hardwareBoundaryNote": "QRB5165-based robotics development platform; it is not interchangeable with a production SoC or every third-party carrier.",
      "aiBoundary": "accelerator-architecture-only",
      "selectedAiClaim": "Hexagon 698 DSP with HVX and Tensor Accelerator; no comparable TOPS value in the cited brief",
      "aiClaimNote": "Accelerator names do not supply a precision-, sparsity- or workload-qualified throughput number.",
      "powerBoundary": "not-published",
      "powerStatement": "The selected platform brief does not publish a workload-qualified board power envelope.",
      "softwareBoundary": "versioned-platform-baseline",
      "softwareStatement": "Ubuntu 18.04, Yocto Dunfell, Linux 4.19 and ROS 2 are the document baseline, not proof of a maintained current image.",
      "availabilityBoundary": "underlying-soc-date-only",
      "hardwareAvailabilityStatement": "Qualcomm lists the underlying QRB5165 SoC in its longevity program through September 2035; this does not guarantee RB5 development-board supply.",
      "productSpecificSoftwareSupportEnd": "No RB5 platform-image or SDK support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-platform independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "partial",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "SoC longevity, development-board availability and maintenance of Ubuntu, Yocto, ROS and vendor SDK images are separate commitments.",
      "sources": [
        {
          "id": "qualcomm-rb5-brief",
          "title": "Qualcomm Robotics RB5 Platform Product Brief",
          "url": "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/qualcomm-robotics-rb5-platform-product-brief.pdf",
          "location": "Platform specifications and software section",
          "revision": "87-PU787-1 Rev. B"
        },
        {
          "id": "qualcomm-product-longevity",
          "title": "Qualcomm Product Longevity Program for IoT Portfolio",
          "url": "https://www.qualcomm.com/internet-of-things/products/product-longevity-program",
          "location": "QRB5165 SoC longevity row; this is not a development-board or software commitment"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-advantech-mic-733-ao",
      "componentId": "cmp-advantech-mic-733-ao",
      "componentSlug": "advantech-mic-733-ao",
      "manufacturer": "Advantech",
      "model": "MIC-733-AO",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Configurable industrial computer using AGX Orin 32GB or 64GB modules and optional camera expansion.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "Up to 275 TOPS",
      "unspecifiedTops": 275,
      "aiClaimNote": "The system datasheet does not state precision or sparsity beside the headline and does not provide a whole-system benchmark.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "9–36 VDC system input range; no selected workload consumption or peripheral budget.",
      "softwareBoundary": "not-published",
      "softwareStatement": "No exact supported system image is tied to the selected performance statement.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No MIC-733-AO system availability end date is published in the selected datasheet.",
      "productSpecificSoftwareSupportEnd": "No MIC-733-AO system-image support end date is published in the selected datasheet.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "not-published",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "A module-derived TOPS headline is not whole-system throughput, and input voltage is not power consumption.",
      "sources": [
        {
          "id": "advantech-mic733-datasheet",
          "title": "Advantech MIC-733-AO Datasheet",
          "url": "https://advdownload.advantech.com/productfile/PIS/MIC-733/file/MIC-733-AO_DS%28030425%2920250306092757.pdf",
          "location": "Features, system specifications and power input",
          "revision": "2025-03-04"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-aaeon-boxer-8641ai",
      "componentId": "cmp-aaeon-boxer-8641ai",
      "componentSlug": "aaeon-boxer-8641ai",
      "manufacturer": "AAEON",
      "model": "BOXER-8641AI",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Fanless system offered with materially different AGX Orin 32GB and 64GB module configurations.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No system-level numeric AI claim in the selected specification table",
      "aiClaimNote": "The ordered module can carry a separate accelerator headline, but RCI does not silently attach it to every system configuration.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "12 VDC system input; no selected workload consumption.",
      "softwareBoundary": "not-published",
      "softwareStatement": "No exact supported system image or JetPack release is published in the selected specification table.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No BOXER-8641AI system availability end date is published in the selected source.",
      "productSpecificSoftwareSupportEnd": "No BOXER-8641AI system-image support end date is published in the selected source.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "not-published",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The 32GB and 64GB orderable systems cannot share one CPU, memory or accelerator boundary without fixing the part number.",
      "sources": [
        {
          "id": "aaeon-boxer8641-spec",
          "title": "AAEON BOXER-8641AI Specifications",
          "url": "https://www.aaeon.com/en/product/detail/ai-edge-solutions-boxer-8641ai/specification",
          "location": "System, input and environmental specification table"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-seeed-recomputer-industrial-j4012",
      "componentId": "cmp-seeed-recomputer-industrial-j4012",
      "componentSlug": "seeed-recomputer-industrial-j4012",
      "manufacturer": "Seeed Studio",
      "model": "reComputer Industrial J4012",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Industrial carrier and enclosure around a Jetson Orin NX 16GB module.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "100 TOPS",
      "unspecifiedTops": 100,
      "aiClaimNote": "The family table does not state precision or sparsity and predates later module Super-mode headlines.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "12–24 VDC system input; module mode, carrier loss and peripheral loads are not a workload power result.",
      "softwareBoundary": "not-published",
      "softwareStatement": "No exact supported system image is attached to the selected 100-TOPS family-table value.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No J4012 complete-system availability end date is published in the selected manual.",
      "productSpecificSoftwareSupportEnd": "No J4012 system-image support end date is published in the selected manual.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "not-published",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The system’s 100-TOPS table value remains a dated source statement and is not silently replaced with a newer module-only figure.",
      "sources": [
        {
          "id": "seeed-recomputer-industrial-guide",
          "title": "Seeed Studio reComputer Industrial Reference Guide",
          "url": "https://files.seeedstudio.com/products/NVIDIA/reComputer-Industrial-Reference-Guide.pdf",
          "location": "J4012 family table, I/O and system input"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-toradex-verdin-imx8mp",
      "componentId": "cmp-toradex-verdin-imx8mp-4gb",
      "componentSlug": "toradex-verdin-imx8m-plus-quad-4gb-wb-it",
      "manufacturer": "Toradex",
      "model": "Verdin iMX8M Plus Quad 4GB WB IT",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Exact 4GB wireless industrial-temperature module; carrier-board connectors and losses are excluded.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "2.3 TOPS NPU",
      "unspecifiedTops": 2.3,
      "aiClaimNote": "The selected datasheet does not state precision, sparsity or an application benchmark beside the NPU headline.",
      "powerBoundary": "approximate-module-consumption",
      "powerStatement": "Approximately 1.5–6.3 W module consumption; workload, carrier and peripherals remain additional.",
      "softwareBoundary": "versioned-compatibility-floor",
      "softwareStatement": "For compatible second-generation Verdin combinations, Toradex publishes BSP/Torizon support floors; this is not a software end date.",
      "availabilityBoundary": "general-program-only",
      "hardwareAvailabilityStatement": "Toradex states a general 10+ year computer-module lifecycle but no exact end date for this module in the selected sources.",
      "productSpecificSoftwareSupportEnd": "No exact Verdin iMX8M Plus product-specific BSP or Torizon support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "partial",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "NPU peak, approximate module consumption, carrier power and application latency are not interchangeable.",
      "sources": [
        {
          "id": "toradex-verdin-imx8mp-v11",
          "title": "Toradex Verdin iMX8M Plus Datasheet",
          "url": "https://docs.toradex.com/116795-verdin_imx8mp_datasheet.pdf",
          "location": "Features, NPU, approximate power and exact module configuration",
          "revision": "V1.1"
        },
        {
          "id": "toradex-verdin-family-compatibility",
          "title": "Toradex Verdin Family Specification",
          "url": "https://developer.toradex.com/hardware/verdin-som-family/verdin-family-specification/",
          "location": "Hardware-revision and supporting-software release matrix",
          "revision": "Last updated 2026-05-24"
        },
        {
          "id": "toradex-long-term-availability",
          "title": "Toradex Long Term Availability",
          "url": "https://developer.toradex.com/hardware/hardware-resources/general-product-information/long-term-availability/",
          "location": "General 10+ year computer-module lifecycle statement; no exact model end date"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-jetson-orin-nx-16gb",
      "componentId": "cmp-nvidia-jetson-orin-nx-16gb",
      "componentSlug": "nvidia-jetson-orin-nx-16gb",
      "manufacturer": "NVIDIA",
      "model": "Jetson Orin NX 16GB",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Production Orin NX 16GB module; carrier, thermal solution and flashing configuration remain separate.",
      "aiBoundary": "int8-sparse-and-dense",
      "selectedAiClaim": "157 sparse / 78 dense INT8 TOPS",
      "sparseTops": 157,
      "denseTops": 78,
      "aiClaimNote": "JetPack 6.2 Super-mode theoretical peaks; neither number is application throughput.",
      "powerBoundary": "module-power-modes",
      "powerStatement": "10 / 15 / 25 / 40 W and MAXN SUPER reference modes; the 40 W and uncapped modes require the new flashing configuration.",
      "softwareBoundary": "versioned-performance-prerequisite",
      "softwareStatement": "JetPack 6.2 and the new flashing configuration are explicitly required for the cited Super-mode table.",
      "availabilityBoundary": "exact-product-date",
      "hardwareAvailabilityStatement": "Commercial Jetson Orin NX 16GB module listed as available through January 2032.",
      "productSpecificSoftwareSupportEnd": "No Orin NX 16GB-specific JetPack support end date is published in the cited lifecycle source.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "published",
        "numericAiSparsity": "published",
        "operatingPowerOrModuleMode": "published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "published",
        "exactHardwareAvailabilityEnd": "published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The Super-mode table is software-, flashing-, thermal- and power-path-dependent; it is not inherited automatically by every Orin NX system.",
      "sources": [
        {
          "id": "nvidia-jetpack-62-super",
          "title": "NVIDIA JetPack 6.2 Brings Super Mode to Jetson Orin Nano and Orin NX Modules",
          "url": "https://developer.nvidia.com/blog/?p=95089",
          "location": "Tables 1–2: reference power modes, INT8 dense/sparse TOPS and software requirement",
          "revision": "2025-01-16"
        },
        {
          "id": "nvidia-jetson-modules",
          "title": "NVIDIA Jetson modules lineup",
          "url": "https://developer.nvidia.com/embedded/jetson-modules",
          "location": "Production-module family specifications"
        },
        {
          "id": "nvidia-jetson-lifecycle",
          "title": "NVIDIA Jetson Product Lifecycle",
          "url": "https://developer.nvidia.com/embedded/lifecycle",
          "location": "Commercial-module availability table"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-raspberry-pi-cm4",
      "componentId": "cmp-raspberry-pi-cm4",
      "componentSlug": "raspberry-pi-compute-module-4",
      "manufacturer": "Raspberry Pi",
      "model": "Compute Module 4",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Compute Module 4; RAM, eMMC, radio and temperature options are ordered variants.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No dedicated module NPU or TOPS claim in the selected product specification",
      "aiClaimNote": "External accelerators and carrier designs are separate component records, not implicit CM4 performance.",
      "powerBoundary": "not-published",
      "powerStatement": "No workload-qualified module consumption is selected in the component evidence.",
      "softwareBoundary": "generic-or-moving-channel",
      "softwareStatement": "Raspberry Pi OS follows a moving Debian-derived release cycle without a CM4-specific software support end date.",
      "availabilityBoundary": "exact-product-date",
      "hardwareAvailabilityStatement": "Compute Module 4 will remain in production until at least January 2034.",
      "productSpecificSoftwareSupportEnd": "No CM4-specific Raspberry Pi OS support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent robot workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "A long hardware production commitment does not itself define an OS, kernel, ROS or accelerator support window.",
      "sources": [
        {
          "id": "raspberry-pi-cm4",
          "title": "Raspberry Pi Compute Module 4 product page",
          "url": "https://www.raspberrypi.com/products/compute-module-4/",
          "location": "Specifications and obsolescence statement"
        },
        {
          "id": "raspberry-pi-os",
          "title": "Raspberry Pi OS documentation",
          "url": "https://www.raspberrypi.com/documentation/computers/os.html",
          "location": "Debian-derived release-cycle statement; no module-specific software end date"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-toradex-verdin-am62",
      "componentId": "cmp-toradex-verdin-am62-quad-2gb",
      "componentSlug": "toradex-verdin-am62-quad-2gb-wb-it",
      "manufacturer": "Toradex",
      "model": "Verdin AM62 Quad 2GB WB IT",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Exact 2GB wireless industrial-temperature module; carrier pin multiplexing remains outside the module boundary.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No dedicated NPU or numeric TOPS claim in the selected module specification",
      "aiClaimNote": "The real-time cores and PRUSS are control resources, not a synthetic neural-accelerator TOPS value.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "3.135–5.5 V module input range; this is not module energy consumption under a workload.",
      "softwareBoundary": "versioned-compatibility-floor",
      "softwareStatement": "Toradex publishes BSP 6.4.0 / Easy Installer 6.4.0 or newer for listed compatible AM62 combinations.",
      "availabilityBoundary": "general-program-only",
      "hardwareAvailabilityStatement": "Toradex states a general 10+ year computer-module lifecycle but no exact module end date in the selected sources.",
      "productSpecificSoftwareSupportEnd": "No Verdin AM62-specific BSP or Torizon support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent robot workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "partial",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "Supply voltage, operating consumption, real-time control capability and AI acceleration are four separate selection fields.",
      "sources": [
        {
          "id": "toradex-verdin-am62-v11",
          "title": "Toradex Verdin AM62 Datasheet",
          "url": "https://docs.toradex.com/116793-verdin_am62_datasheet.pdf",
          "location": "Exact module, input, memory and interface specifications",
          "revision": "V1.1"
        },
        {
          "id": "toradex-verdin-family-compatibility",
          "title": "Toradex Verdin Family Specification",
          "url": "https://developer.toradex.com/hardware/verdin-som-family/verdin-family-specification/",
          "location": "Hardware-revision and supporting-software release matrix",
          "revision": "Last updated 2026-05-24"
        },
        {
          "id": "toradex-long-term-availability",
          "title": "Toradex Long Term Availability",
          "url": "https://developer.toradex.com/hardware/hardware-resources/general-product-information/long-term-availability/",
          "location": "General 10+ year computer-module lifecycle statement; no exact model end date"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-aaeon-boxer-8651ai",
      "componentId": "cmp-aaeon-boxer-8651ai",
      "componentSlug": "aaeon-boxer-8651ai",
      "manufacturer": "AAEON",
      "model": "BOXER-8651AI",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Fanless system family offered with Orin NX 8GB or 16GB modules.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No numeric TOPS claim in the selected system datasheet",
      "aiClaimNote": "The orderable module variants have different accelerator ceilings; RCI does not attach one module headline to the family.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "12–24 VDC system input; no selected workload consumption.",
      "softwareBoundary": "not-published",
      "softwareStatement": "No exact supported JetPack or system-image release is published in the selected datasheet.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No BOXER-8651AI system availability end date is published in the selected datasheet.",
      "productSpecificSoftwareSupportEnd": "No BOXER-8651AI system-image support end date is published in the selected datasheet.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "not-published",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "Fix the ordered Orin NX module before inheriting any CPU, memory, power-mode or TOPS statement.",
      "sources": [
        {
          "id": "aaeon-boxer8651-datasheet",
          "title": "AAEON BOXER-8651AI Datasheet",
          "url": "https://data-us.aaeon.com/DOWNLOAD/2014%20datasheet/Systems/BOXER-8651AI.pdf",
          "location": "Module options, system interfaces, input and environment",
          "revision": "2024-10-24"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-jetson-orin-nano-8gb",
      "componentId": "cmp-nvidia-jetson-orin-nano-8gb",
      "componentSlug": "nvidia-jetson-orin-nano-8gb",
      "manufacturer": "NVIDIA",
      "model": "Jetson Orin Nano 8GB",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Production Orin Nano 8GB module; developer kit, carrier, power supply and thermal solution are separate.",
      "aiBoundary": "int8-sparse-and-dense",
      "selectedAiClaim": "67 sparse / 33 dense INT8 TOPS",
      "sparseTops": 67,
      "denseTops": 33,
      "aiClaimNote": "JetPack 6.2 Super-mode theoretical peaks, not application throughput.",
      "powerBoundary": "module-power-modes",
      "powerStatement": "15 / 25 W and MAXN SUPER reference modes; the new flashing configuration and adequate thermal path are required.",
      "softwareBoundary": "versioned-performance-prerequisite",
      "softwareStatement": "JetPack 6.2 and the Super flashing configuration are explicitly tied to the selected performance table.",
      "availabilityBoundary": "exact-product-date",
      "hardwareAvailabilityStatement": "Commercial Jetson Orin Nano 8GB module listed as available through January 2032.",
      "productSpecificSoftwareSupportEnd": "No Orin Nano 8GB-specific JetPack support end date is published in the cited lifecycle source.",
      "independentWorkloadEvidence": true,
      "independentEvidenceNote": "One paper reports 31.8 J for CUDA and 28.3 J for SYCL across four HeCBench AI tests on a 15 W board with JetPack 5.1.2; it does not validate Super-mode TOPS.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "published",
        "numericAiSparsity": "published",
        "operatingPowerOrModuleMode": "published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "published",
        "exactHardwareAvailabilityEnd": "published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The independent energy result is workload-, implementation- and JetPack-version-specific and cannot be generalized to the 67-TOPS Super headline.",
      "sources": [
        {
          "id": "nvidia-jetpack-62-super",
          "title": "NVIDIA JetPack 6.2 Brings Super Mode to Jetson Orin Nano and Orin NX Modules",
          "url": "https://developer.nvidia.com/blog/?p=95089",
          "location": "Tables 1–2: reference power modes, INT8 dense/sparse TOPS and software requirement",
          "revision": "2025-01-16"
        },
        {
          "id": "nvidia-jetson-lifecycle",
          "title": "NVIDIA Jetson Product Lifecycle",
          "url": "https://developer.nvidia.com/embedded/lifecycle",
          "location": "Commercial-module availability table"
        },
        {
          "id": "orin-nano-independent-energy",
          "title": "SYCL in the edge: performance and energy evaluation for heterogeneous acceleration",
          "url": "https://doi.org/10.1007/s11227-024-05957-6",
          "location": "HeCBench setup and aggregate energy result",
          "revision": "Published 2024"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-qualcomm-rb3",
      "componentId": "cmp-qualcomm-robotics-rb3",
      "componentSlug": "qualcomm-robotics-rb3",
      "manufacturer": "Qualcomm",
      "model": "Robotics RB3 Platform",
      "hardwareBoundary": "development-platform",
      "hardwareBoundaryNote": "Original SDA845-based RB3 platform, not RB3 Gen 2.",
      "aiBoundary": "accelerator-architecture-only",
      "selectedAiClaim": "Hexagon 685 DSP and Adreno 630 GPU; no comparable TOPS value in the cited brief",
      "aiClaimNote": "Accelerator architecture is preserved without inventing a numeric cross-platform score.",
      "powerBoundary": "not-published",
      "powerStatement": "No workload-qualified platform power envelope is published in the selected sources.",
      "softwareBoundary": "named-stack-only",
      "softwareStatement": "The current page states Linux and ROS support without an exact maintained image or version floor.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No original RB3 platform availability end date is published in the selected sources.",
      "productSpecificSoftwareSupportEnd": "No RB3 platform-image or SDK support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-platform independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The current product page’s presence is not a dated availability or software-maintenance commitment.",
      "sources": [
        {
          "id": "qualcomm-rb3-page",
          "title": "Qualcomm Robotics RB3 Platform",
          "url": "https://www.qualcomm.com/internet-of-things/products/qualcomm-robotics-rb3-platform",
          "location": "Platform identity, accelerator architecture and generic software support"
        },
        {
          "id": "qualcomm-rb3-brief",
          "title": "Qualcomm Robotics RB3 Platform Product Brief",
          "url": "https://www.qualcomm.com/content/dam/qcomm-martech/dm-assets/documents/robotics-rb3-platform-product-brief.pdf",
          "location": "SDA845, CPU, memory, camera and accelerator specifications"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-advantech-mic-713-ox",
      "componentId": "cmp-advantech-mic-713-ox",
      "componentSlug": "advantech-mic-713-ox",
      "manufacturer": "Advantech",
      "model": "MIC-713-OX",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Configurable Orin NX 8GB/16GB system with optional GMSL expansion.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "Current datasheet: up to 157 TOPS; current product page: up to 100 TOPS",
      "unspecifiedTops": 157,
      "aiClaimNote": "The two current official values are retained as a conflict; neither system source states precision or sparsity beside the headline.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "9–36 VDC system input; no selected workload consumption or optional-camera power budget.",
      "softwareBoundary": "versioned-performance-prerequisite",
      "softwareStatement": "The 157-TOPS datasheet value is conditioned on Super mode and JetPack 6.2 or above.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No MIC-713-OX complete-system availability end date is published in the selected sources.",
      "productSpecificSoftwareSupportEnd": "No MIC-713-OX system-image support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "published",
        "softwareVersionBoundToAiClaim": "published",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The 157/100 conflict is a documentation-version problem, not evidence of measured performance change in one exact unit.",
      "sources": [
        {
          "id": "advantech-mic713-datasheet",
          "title": "Advantech MIC-713-OX Datasheet",
          "url": "https://advdownload.advantech.com/productfile/PIS/MIC-713-OX/file/MIC-713-OX_DS%28073026%2920260730173342.pdf",
          "location": "Super-mode performance, JetPack prerequisite and system specifications",
          "revision": "2026-07-30"
        },
        {
          "id": "advantech-mic713-page",
          "title": "Advantech MIC-713-OX product page",
          "url": "https://www.advantech.com/emt/products/965e4edb-fb98-429e-89ed-9a0a8435a7be/mic-713-ox/mod_6d301c11-8606-44ce-8179-b31753b59c23",
          "location": "Current 100-TOPS product-page headline"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-aaeon-boxer-8646ai",
      "componentId": "cmp-aaeon-boxer-8646ai",
      "componentSlug": "aaeon-boxer-8646ai",
      "manufacturer": "AAEON",
      "model": "BOXER-8646AI",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "AGX Orin 32GB machine-vision computer with twelve PoE camera ports.",
      "aiBoundary": "no-numeric-ai-claim",
      "selectedAiClaim": "No numeric system AI claim in the selected manual",
      "aiClaimNote": "The installed module identity is published, but the manual does not turn it into a system benchmark.",
      "powerBoundary": "input-voltage-only",
      "powerStatement": "19–24 VDC system input; no selected whole-system workload consumption or aggregate PoE budget.",
      "softwareBoundary": "versioned-compatibility-floor",
      "softwareStatement": "JetPack 5.0 or later is the manual baseline; it does not identify the exact currently maintained system image.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No BOXER-8646AI system availability end date is published in the selected manual.",
      "productSpecificSoftwareSupportEnd": "No BOXER-8646AI system-image support end date is published in the selected manual.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-applicable",
        "numericAiSparsity": "not-applicable",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-applicable",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "Twelve PoE ports describe connectors, not simultaneous camera throughput, aggregate PoE budget or application latency.",
      "sources": [
        {
          "id": "aaeon-boxer8646-manual",
          "title": "AAEON BOXER-8646AI User Manual",
          "url": "https://data-us.aaeon.com/DOWNLOAD/MANUAL/BOXER-8646AI%20Manual%202nd%20Ed.pdf",
          "location": "System configuration, I/O, input, environment and JetPack baseline",
          "revision": "Second edition"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-seeed-recomputer-mini-j4012",
      "componentId": "cmp-seeed-recomputer-mini-j4012",
      "componentSlug": "seeed-recomputer-mini-j4012",
      "manufacturer": "Seeed Studio",
      "model": "reComputer Mini J4012",
      "hardwareBoundary": "complete-system",
      "hardwareBoundaryNote": "Compact carrier and enclosure around an Orin NX 16GB module with bundled NVMe storage.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "100 TOPS",
      "unspecifiedTops": 100,
      "aiClaimNote": "The guide retains the pre-Super headline and does not state precision or sparsity beside it.",
      "powerBoundary": "not-published",
      "powerStatement": "No workload-qualified whole-system power statement is selected in the cited guide.",
      "softwareBoundary": "versioned-platform-baseline",
      "softwareStatement": "JetPack 6.0 is the guide baseline, but the 100-TOPS wording is not explicitly generated or validated by that image.",
      "availabilityBoundary": "not-published",
      "hardwareAvailabilityStatement": "No reComputer Mini J4012 system availability end date is published in the selected guide.",
      "productSpecificSoftwareSupportEnd": "No reComputer Mini J4012 system-image support end date is published in the selected guide.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-system independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "not-published",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "The system guide’s 100-TOPS value is preserved as published and not replaced by the module-only 157-TOPS Super table.",
      "sources": [
        {
          "id": "seeed-mini-j4012-guide",
          "title": "Seeed Studio reComputer Mini getting-started guide",
          "url": "https://wiki.seeedstudio.com/recomputer_jetson_mini_getting_started/",
          "location": "J4012 configuration, 100-TOPS statement, I/O and JetPack baseline"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    },
    {
      "id": "compute-audit-toradex-verdin-imx95",
      "componentId": "cmp-toradex-verdin-imx95-hexa-8gb-wb-it",
      "componentSlug": "toradex-verdin-imx95-hexa-8gb-wb-it",
      "manufacturer": "Toradex",
      "model": "Verdin iMX95 Hexa 8GB WB IT",
      "hardwareBoundary": "production-module",
      "hardwareBoundaryNote": "Exact 8GB wireless industrial-temperature configuration; hardware revision remains a material sub-boundary.",
      "aiBoundary": "tops-conditions-underspecified",
      "selectedAiClaim": "2 TOPS NPU",
      "unspecifiedTops": 2,
      "aiClaimNote": "The NXP product headline does not state precision, sparsity or an exact model benchmark.",
      "powerBoundary": "not-published",
      "powerStatement": "No selected workload-qualified power result is attached to the 2-TOPS headline.",
      "softwareBoundary": "named-stack-only",
      "softwareStatement": "Torizon and Toradex BSP paths are named, but no exact support end date is published for the audited revision chain.",
      "availabilityBoundary": "revision-chain-only",
      "hardwareAvailabilityStatement": "V1.0A is EOL; V1.0B, V1.0C and V1.1A carry dated release or planned-release entries, but no final model end date.",
      "productSpecificSoftwareSupportEnd": "No Verdin iMX95 product-specific Torizon or BSP support end date is published in the selected sources.",
      "independentWorkloadEvidence": false,
      "independentEvidenceNote": "No exact-model independent workload result is selected in catalog v0.4.5.",
      "disclosures": {
        "exactHardwareBoundary": "published",
        "numericAiPrecision": "not-published",
        "numericAiSparsity": "not-published",
        "operatingPowerOrModuleMode": "not-published",
        "exactSoftwareBaseline": "partial",
        "softwareVersionBoundToAiClaim": "not-published",
        "exactHardwareAvailabilityEnd": "partial",
        "productSpecificSoftwareSupportEnd": "not-published"
      },
      "editorialBoundary": "A revision EOL, a general 10+ year module program and a model-wide end date are three different lifecycle statements.",
      "sources": [
        {
          "id": "nxp-imx95",
          "title": "NXP i.MX 95 Applications Processors",
          "url": "https://www.nxp.com/products/i.MX95",
          "location": "NPU and processor feature summary"
        },
        {
          "id": "toradex-verdin-imx95",
          "title": "Toradex Verdin iMX95 module overview",
          "url": "https://developer.toradex.com/hardware/verdin-som-family/modules/verdin-imx95/",
          "location": "Exact configuration, revision history, EOL and planned revisions",
          "revision": "Last updated 2026-07-24"
        },
        {
          "id": "toradex-long-term-availability",
          "title": "Toradex Long Term Availability",
          "url": "https://developer.toradex.com/hardware/hardware-resources/general-product-information/long-term-availability/",
          "location": "General 10+ year computer-module lifecycle statement; no exact model end date"
        }
      ],
      "completeLifecyclePerformanceEnvelope": false,
      "verifiedDate": "2026-08-10"
    }
  ]
}