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      "license_note": "The Kolibri-1 model card states that \"The model weights are published by Aleph Alpha GmbH under Apache 2.0 license. The rights granted thereunder only apply to the weights and configuration files published in this repository. For the avoidance of doubt, any other artifacts not included in the repository are excluded from the license. The license especially does not extend to underlying code, model architecture, parameter settings or any training method.\" The repository ships the unmodified Apache License 2.0 text with no filled-in copyright line, and the card adds a General-Purpose AI Code of Practice point of contact for rightsholders. The card's Responsible Use section is guidance rather than a licence term: it opens by \"Acknowledging the permissive nature of the license under which the weights of Kolibri are released\" and asks users to refrain from unlawful use, so it adds no mandatory restriction to the artefacts the licence covers. The classification is of the published weights and configuration files, not of training code, data, or methods, which Aleph Alpha retains.",
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          "url": "https://huggingface.co/Aleph-Alpha/Kolibri-1/blob/main/LICENSE",
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      "access_boundary": "This record represents the Kolibri 1 release of 3 October 2026, the version whose weights are published as Aleph-Alpha/Kolibri-1 and whose serving parsers are named kolibri1. It excludes Kolibri Origin, the earlier pipeline-validating iteration the developer states had \"no public release\"; the Pharia enterprise platform and any managed endpoint, since no first-party API is documented for this release; the aleph-alpha-inference serving package, which is a separate repository; and any downstream fine-tune, quantization, or re-upload of these weights.",
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        "A 189-page technical report and a model card that document the full pipeline, including 768 B200 GPUs over 21 days of pre-training, the bilingual data mix, more than 1.2M reinforcement-learning tasks, energy consumption, and per-checkpoint evaluation across safety, grounding, and abstention",
        "A documented first-party serving path: an aleph-alpha-inference package with a ghcr.io container image, a vLLM serve command using the Kolibri reasoning and tool-call parsers, recommended sampling parameters, and an OpenAI-compatible local endpoint"
      ],
      "tradeoffs": [
        "The full 78B model must be resident even though 3.46B parameters activate per token, so the documented minimum is 2x A100 80 GB, 2x H100 SXM5, or one H200, B200, or B300",
        "The developer recommends contexts of at most 262,144 tokens for serving efficiency and complex tasks even though 1,048,576 tokens has been validated, and longer contexts need explicit vLLM overrides",
        "No first-party managed API is documented for this release; access beyond the weights is enterprise deployment through sales contact, and no third-party hosting path is documented",
        "Implicit knowledge stops at 18 June 2026 for both German and English, so deployments without tool access work from a dated world model"
      ],
      "score_profile": "model_access",
      "score": {
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          "verified_at": "2026-10-03"
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          "kind": "web",
          "label": "Release announcement of 3 October 2026: the Kolibri and Kolibri Origin comparison table, the Apache 2.0 terms, the 20T-token training progression, and the documented vLLM serving command",
          "url": "https://aleph-alpha.com/en/blog/kolibri-has-landed-a-sovereign-open-weight-model/",
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          "label": "Kolibri technical report: an English-German mixture-of-experts transformer with 78.1B total and 3.46B active parameters per token, released as open weights under the Apache 2.0 licence",
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      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "The qwen-plus-2025-12-01 snapshot is served as a Model Studio API model under the Alibaba Cloud Model Studio Service Agreement, effective September 2, 2026, which Model Studio's related-agreements page lists as governing the service. It is a paid-service contract that bars reselling the service or its models and using them or their outputs to train or develop competing products without written permission, and prohibits reverse engineering or trying to discover the service's source code. It grants no licence to model weights for redistribution or self-operation.",
      "license_evidence": [
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          "license_id": "LicenseRef-Alibaba-Model-Studio-Agreement",
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          "kind": "web_terms",
          "url": "https://terms.alicdn.com/legal-agreement/terms/common_platform_service/20230728213935489/20230728213935489.html",
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      ],
      "access_boundary": "This record represents the Qwen-Plus line at its current pinned snapshot, qwen-plus-2025-12-01, which Alibaba Cloud Model Studio serves with 1M context and to which the undated qwen-plus model resolves. The earlier dated Qwen-Plus snapshots, the dynamically updated qwen-plus-latest alias, the Qwen3.5, 3.6, and 3.7 Plus lines, the Qwen-Plus-Character role-play models, and independent hosts are separate boundaries.",
      "strengths": [
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        "1M context with switchable thinking and non-thinking modes, and function calling, structured output, and web search in the Chinese mainland deployment"
      ],
      "tradeoffs": [
        "No downloadable weights exist under the Qwen-Plus name, so self-operation is unavailable",
        "Alibaba's capability tables disagree outside the Chinese mainland: the snapshot's list no supported features there, while the undated qwen-plus name that resolves to it lists structured output, prefix completion, and context caching",
        "Model Studio gives dated snapshots 30 days' retirement notice, against three months for mainline models"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
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        "overall": 4.38
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      "evidence": [
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          "verified_at": "2026-09-28"
        },
        {
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          "label": "Official Model Studio model lifecycle and updates page with the qwen-plus-2025-12-01 launch entry",
          "url": "https://www.alibabacloud.com/help/en/model-studio/newly-released-models",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Model Studio pricing page listing the snapshot by deployment region",
          "url": "https://www.alibabacloud.com/help/en/model-studio/model-pricing",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Model Studio decommissioning policy: 30 days' notice for dated snapshots",
          "url": "https://www.alibabacloud.com/help/en/model-studio/model-depreciation",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Alibaba Cloud Model Studio Service Agreement",
          "url": "https://terms.alicdn.com/legal-agreement/terms/common_platform_service/20230728213935489/20230728213935489.html",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Model Studio related agreements: governing terms index",
          "url": "https://help.aliyun.com/en/model-studio/related-agreements",
          "verified_at": "2026-09-28"
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      ],
      "metadata_verified_at": "2026-09-28",
      "verified_at": "2026-09-28"
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    {
      "id": "model-alibaba-qwen-image-2-1",
      "source_id": "alibaba/qwen-image-2.1",
      "name": "Qwen-Image-2.1",
      "developer": "Alibaba",
      "url": "https://huggingface.co/Qwen/Qwen-Image-2.1",
      "description": "Alibaba's Qwen-Image-2.1, a unified text-to-image generation and image editing model with a 7B-parameter visual generation component and native RGBA transparency, published as ungated open weights under the Qwen Research License, which permits non-commercial use only.",
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      "distribution_modes": [
        "downloadable_weights"
      ],
      "source_metadata": {
        "name": "Qwen-Image-2.1",
        "description": "Unified text-to-image generation and image editing model with native RGBA transparency and reference-image editing",
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        "release_date": "2026-09-14",
        "last_updated": "2026-09-21",
        "knowledge_cutoff": null,
        "modalities": {
          "input": [
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          "output": [
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        },
        "capabilities": {
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          "reasoning": false,
          "tool_call": false,
          "structured_output": null,
          "temperature": true
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        "limits": {
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        "reported_open_weights": true,
        "reported_license": "qwen-research",
        "links": [
          {
            "label": "Blog",
            "url": "https://qwen.ai/blog?id=qwen-image-2.1",
            "type": "announcement"
          },
          {
            "label": "GitHub",
            "url": "https://github.com/QwenLM/Qwen-Image-2.1",
            "type": "docs"
          }
        ],
        "weights": [
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            "url": "https://huggingface.co/Qwen/Qwen-Image-2.1"
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        ]
      },
      "licenses": [
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      "source_model": "source_available",
      "license_review_status": "verified",
      "license_note": "The Qwen RESEARCH LICENSE AGREEMENT (release date September 20, 2026) is a single LICENSE file, byte-identical in the Hugging Face repository and the GitHub repository. It grants use, reproduction, distribution, derivative works, and modification for non-commercial purposes only, defining Non-Commercial as research or evaluation purposes only, and requires a separate commercial license requested from Alibaba for any commercial use. Redistribution requires a copy of the agreement, change notices, and a Notice file; any model created, trained, or improved using the Materials or their outputs must display 'Built with Qwen' or 'Improved using Qwen'; derivatives may not use Qwen as their primary name. The grant terminates if the licensee sues over IP in the Materials, and Alibaba may terminate on breach. The text contains no separate acceptable-use policy or field-of-use list beyond the non-commercial limit and export-control compliance, and the agreement is governed by Chinese law with exclusive jurisdiction in the Hangzhou courts.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Qwen-Research-License-Agreement",
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          "kind": "web_terms",
          "url": "https://huggingface.co/Qwen/Qwen-Image-2.1/blob/main/LICENSE",
          "verified_at": "2026-10-06"
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      ],
      "access_boundary": "This record represents the Qwen-Image-2.1 open-weight release announced September 20, 2026 and served from the ungated Qwen/Qwen-Image-2.1 repository. The hosted qwen-image-2.1-pro API model on Alibaba Cloud Model Studio, the Qwen-Image 2.0 and 3.0 API lines, earlier open Qwen-Image checkpoints, the Comfy-Org repackaged weights, FlagRelease chip-specific builds, and community quantizations are separate boundaries.",
      "strengths": [
        "The weights ship ungated as Safetensors on Hugging Face and ModelScope with the licence file beside them and in the GitHub repository",
        "Day-0 documented paths through Diffusers, ComfyUI, vLLM-Omni, SGLang, and LightX2V, plus prebuilt FlagOS builds for eight non-NVIDIA chip platforms"
      ],
      "tradeoffs": [
        "The licence permits only research or evaluation use, so any commercial deployment needs a separate license negotiated with Alibaba",
        "No first-party hosted endpoint serves this exact checkpoint, since the Model Studio API model is the separate qwen-image-2.1-pro, and no third-party host is documented"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 5,
        "artifact_availability": 8,
        "deployment_portability": 8,
        "serving_reach": 2,
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        "documentation_provenance": 8,
        "overall": 6.26
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      "evidence": [
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          "url": "https://github.com/anomalyco/models.dev/blob/f9f2057be3c620898b6eaaca91dbbf75176043ae/models/alibaba/qwen-image-2.1.toml",
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          "label": "Official Qwen-Image-2.1 weights repository and model card",
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          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Qwen Research License Agreement file in the weights repository",
          "url": "https://huggingface.co/Qwen/Qwen-Image-2.1/blob/main/LICENSE",
          "verified_at": "2026-10-06"
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          "label": "Qwen announcement of September 20, 2026",
          "url": "https://qwen.ai/blog?id=qwen-image-2.1",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Alibaba Cloud Model Studio pricing page: the hosted image model is qwen-image-2.1-pro, a separate API model ID",
          "url": "https://www.alibabacloud.com/help/en/model-studio/model-pricing",
          "verified_at": "2026-10-06"
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      "metadata_verified_at": "2026-10-06",
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    {
      "id": "model-alibaba-qwen2-5-72b-instruct",
      "source_id": null,
      "name": "Qwen2.5 72B Instruct",
      "developer": "Alibaba",
      "url": "https://huggingface.co/Qwen/Qwen2.5-72B-Instruct",
      "description": "Alibaba's 72.7-billion-parameter dense Qwen2.5 instruction model, published as downloadable weights under the custom Qwen License Agreement with a commercial-use authorization gate.",
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      "distribution_modes": [
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      "source_metadata": {
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        "capabilities": {
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          "structured_output": null,
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        "limits": {
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        "reported_open_weights": true,
        "reported_license": "Qwen License Agreement",
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      "source_model": "source_available",
      "license_review_status": "verified",
      "license_note": "The repository LICENSE file is the Qwen License Agreement dated September 19, 2024, read in full. It grants a non-exclusive, worldwide, non-transferable, royalty-free limited license to use, reproduce, distribute, and modify the materials, requires recipients to receive the agreement and a Notice file with the Qwen attribution, and requires a request to Alibaba Cloud when a commercial product or service has more than 100 million monthly active users. Using the materials or their outputs to create, train, fine-tune, or improve a distributed AI model requires displaying 'Built with Qwen' or 'Improved using Qwen'. The license ends if the licensee sues Alibaba Cloud over infringement by the materials, requires the licensee to indemnify Alibaba Cloud, and is governed by Chinese law with Hangzhou courts, so the release is source-available rather than open source.",
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      "tradeoffs": [
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        "No current exact-ID Model Studio serving page was found, and the license adds indemnity, a lawsuit-termination clause, and Chinese governing law"
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      "evidence": [
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      ],
      "metadata_verified_at": "2026-10-06",
      "verified_at": "2026-10-06"
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    {
      "id": "model-alibaba-qwen2-5-7b-instruct",
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      "source_metadata": {
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        "modalities": {
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        "reported_open_weights": true,
        "reported_license": "Apache 2.0",
        "links": [],
        "weights": [
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        ]
      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "The repository LICENSE file is the unmodified Apache License 2.0 text, appendix completed as Copyright 2024 Alibaba Cloud, and the model-card metadata names apache-2.0 with a link to that file, matching the release announcement's statement that every size except 3B and 72B is Apache 2.0. It permits use, modification, distribution, hosting, and fine-tuning with no attribution gate, revenue threshold, or separate model-as-a-service license.",
      "license_evidence": [
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          "url": "https://huggingface.co/Qwen/Qwen2.5-7B-Instruct/blob/a09a35458c702b33eeacc393d103063234e8bc28/LICENSE",
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      "strengths": [
        "Ungated dense checkpoint carrying the verbatim Apache-2.0 license file beside the weights",
        "The release announcement states the Apache 2.0 terms for this size and points to the license files in each repository"
      ],
      "tradeoffs": [
        "No current exact-ID Model Studio serving page was found, so served access must be arranged independently",
        "Version identity rests on repository commits with no stated retirement posture"
      ],
      "score_profile": "model_access",
      "score": {
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        {
          "kind": "web",
          "label": "Official Nova launch announcement",
          "url": "https://aws.amazon.com/blogs/aws/introducing-amazon-nova-frontier-intelligence-and-industry-leading-price-performance/",
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        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
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      ],
      "metadata_verified_at": "2026-09-18",
      "verified_at": "2026-09-18"
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    {
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        "third_party_hosting"
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      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Anthropic provides the release as a managed service under its Commercial Terms of Service, which incorporate the Usage Policy and Supported Regions Policy by reference. The terms permit customer applications but prohibit reverse engineering the Services or using them to train competing models, and license no model weights for self-operation.",
      "license_evidence": [
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          "scope": "Commercial access to the release through Anthropic API keys and related Anthropic services, including incorporated usage restrictions"
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      ],
      "access_boundary": "This record represents the Claude Fable 5 release identified by the dateless pinned ID claude-fable-5, the general-use safeguarded variant of the Mythos-class tier that sits above the Opus class. Anthropic's API, Amazon Bedrock, Google Cloud, Microsoft Foundry, Claude Platform on AWS, Claude applications, Claude Mythos 5, and later Fable releases remain separate service or product boundaries.",
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        "The suspension and redeployment events of June and July 2026 are documented first-party"
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      "evidence": [
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        },
        {
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          "label": "Official Claude Fable 5 launch announcement",
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          "determination": "safeguard_standard",
          "scope": "deployment",
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      "licenses": [
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      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Anthropic provides the release as a managed service under its Commercial Terms of Service, which incorporate the Usage Policy and Supported Regions Policy by reference. The terms permit customer applications but prohibit reverse engineering the Services or using them to train competing models, and license no model weights for self-operation.",
      "license_evidence": [
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      ],
      "access_boundary": "This record represents the Claude Fable 5.1 release identified by the dateless pinned ID claude-fable-5-1, the current model of the Fable line with a documented breaking-change surface against Fable 5. Anthropic's API, Amazon Bedrock, Google Cloud, Microsoft Foundry, Claude Platform on AWS, Claude applications, Claude Fable 5, and later releases remain separate service or product boundaries.",
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        "The official model page identifies first-party API access and independent cloud-platform paths with per-platform model IDs"
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      "tradeoffs": [
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      "score_profile": "model_access",
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      "evidence": [
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        {
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        {
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          "determination": "precautionary",
          "scope": "deployment",
          "statement": "On chemical and biological risks, we judge that the model has CB-1 capabilities—meaning it could meaningfully help someone with a basic technical background synthesize a known weapon—but falls short of the CB-2 threshold for functionally replacing rare expert talent, which is the limiting factor in developing novel weapons. We hold this judgment with some uncertainty, and are deploying Claude Fable 5.1 with the same biological safeguards we deployed with Claude Fable 5.",
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          "unpinnable": true,
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    },
    {
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      "name": "Claude Haiku 4.5",
      "developer": "Anthropic",
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      "description": "A dated, pinned multimodal Claude release available through Anthropic's developer API and documented third-party cloud platforms, without downloadable model weights.",
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      "source_metadata": {
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      "licenses": [
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      "source_model": "proprietary",
      "license_review_status": "verified",
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      "access_boundary": "This record represents the fixed Claude Haiku 4.5 snapshot identified by claude-haiku-4-5-20251001, which the claude-haiku-4-5 alias resolves to. Anthropic's API, Amazon Bedrock, Google Cloud, Microsoft Foundry, Claude Platform on AWS, Claude applications, and any later Haiku release remain separate service or product boundaries.",
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          "domains": [
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          "determination": "safeguard_standard",
          "scope": "weights",
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          "url": "https://www.anthropic.com/news/claude-haiku-4-5",
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      "source_metadata": {
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      "licenses": [
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      "source_model": "proprietary",
      "license_review_status": "verified",
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      "license_evidence": [
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          "scope": "Commercial access to the release through Anthropic API keys and related Anthropic services, including incorporated usage restrictions"
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      ],
      "access_boundary": "This record represents the Claude Mythos 5 release identified by the dateless pinned ID claude-mythos-5, the safeguards-lifted variant of the Mythos-class tier delivered by invitation through Project Glasswing and sharing Claude Fable 5's underlying weights. Anthropic's API, Amazon Bedrock, Google Cloud, Microsoft Foundry, Claude Fable 5, Claude Mythos Preview, and later Mythos releases remain separate service or product boundaries.",
      "strengths": [
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      "evidence": [
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        {
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          "label": "Official Claude Fable 5 and Mythos 5 launch announcement",
          "url": "https://www.anthropic.com/news/claude-fable-5-mythos-5",
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      ],
      "metadata_verified_at": "2026-09-18",
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      "flags": [
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          "determination": "precautionary",
          "scope": "weights",
          "statement": "We therefore treat Claude Mythos 5 as having CB-1 capabilities and apply commensurate protections: real-time classifier guards, access controls for guard exemptions, a bug bounty program and threat intelligence, rapid-response options for jailbreaks, and security controls against model weight theft.",
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      "source_model": "proprietary",
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          "statement": "Non-novel chemical and biological weapons (CB-1): It is hard to be confident about whether a model passes this threshold, but as with previous recent models, our results are consistent with Sonnet 5 providing significant uplift to individuals or groups with basic technical backgrounds for this threat model.",
          "url": "https://www.anthropic.com/claude-sonnet-5-system-card",
          "unpinnable": true,
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        "weights": [
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        ]
      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
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        "Official FP8, NVFP4, GPTQ-Int4, and GGUF exports published by the developer on the same organization, so a consumer-GPU path needs no third-party repackaging",
        "First-party model card publishes the recommended sampling parameters, the 262,144-token context and 32,768-token output budget, exact SGLang and vLLM launch commands with the Qwen3 tool-call and reasoning parsers, and a complete tool-using agent example",
        "The FrontierAgent harness and the Apodex 1.1 technical report are published under the same organization, so the execution environment the model is trained for is inspectable rather than described only in prose",
        "First-party documentation ties the 35B checkpoint to the Deep Research and Deep Solve platform tiers, and OpenRouter documents an independent hosted route"
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      "tradeoffs": [
        "Only the mini checkpoint is open; the full-size Apodex 1.1 model behind the Deep Discover tier is not published, so the generation's top capability is not obtainable as weights",
        "The base is a Qwen3.5 checkpoint, so the release inherits that lineage's identity rather than standing as an independently pretrained model",
        "The model card's benchmark results are reported for the Agent Team system configuration rather than for the bare checkpoint, so the published scores do not isolate the weights",
        "No deprecation or versioning posture is published for the line, and release identity rests on repository commits with no dated snapshot names"
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        "artifact_availability": 8,
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        {
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          "label": "Official research page naming the 35B Apodex Deep Research model and its Agent Team depth tiers",
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        {
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          "label": "Official FrontierAgent repository: the execution harness the model card recommends for running the mini locally",
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        },
        {
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          "label": "OpenRouter model page documenting a hosted route for the same release",
          "url": "https://openrouter.ai/apodex/apodex-1.1-mini",
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      ],
      "metadata_verified_at": "2026-10-01",
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    {
      "id": "model-arcee-ai-trinity-large-preview",
      "source_id": "arcee-ai/trinity-large-preview",
      "name": "Trinity Large Preview",
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      "description": "Arcee AI's 398-billion-parameter sparse MoE preview with 13B active parameters, published as OpenMDW-1.1 open weights while undergoing further post-training.",
      "model_type": "language_model",
      "distribution_modes": [
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      "source_metadata": {
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        "capabilities": {
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        "limits": {
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        "reported_open_weights": true,
        "reported_license": "OpenMDW-1.1",
        "links": [
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            "url": "https://huggingface.co/arcee-ai/Trinity-Large-Preview/blob/main/LICENSE",
            "type": "license"
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        ],
        "weights": [
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            "url": "https://huggingface.co/arcee-ai/Trinity-Large-Preview",
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        ]
      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "The repository LICENSE file is the OpenMDW License Agreement 1.1, which grants dealing in the model materials without restriction and imposes no obligations on outputs. Vendor blog and docs pages still carry older Apache-2.0 statements superseded by the May 2026 license migration; the file governs.",
      "license_evidence": [
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          "url": "https://huggingface.co/arcee-ai/Trinity-Large-Preview/blob/d8e126719c8bf2b3ac5a3551bd1f07fcee767a90/LICENSE",
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      "access_boundary": "This record represents the January 2026 Trinity-Large-Preview release at Hugging Face commit d8e126719c8bf2b3ac5a3551bd1f07fcee767a90 (last modified 2026-05-28), a lightly post-trained checkpoint distinct from the Thinking release. The Base and TrueBase checkpoints, the Thinking release, and community quantizations remain separate boundaries.",
      "strengths": [
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        "First-party preview API plus exact-model OpenRouter hosting"
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      "tradeoffs": [
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        "Vendor blog and docs still carry superseded Apache-2.0 statements"
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      "score_profile": "model_access",
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      "evidence": [
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          "label": "Official Trinity Large launch announcement (January 2026)",
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        {
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          "label": "OpenRouter model page for the exact preview model",
          "url": "https://openrouter.ai/arcee-ai/trinity-large-preview",
          "verified_at": "2026-09-18"
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        {
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          "label": "Pinned models.dev source metadata",
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      "metadata_verified_at": "2026-09-18",
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    {
      "id": "model-arcee-ai-trinity-large-thinking",
      "source_id": "arcee-ai/trinity-large-thinking",
      "name": "Trinity Large Thinking",
      "developer": "Arcee AI",
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          "temperature": true
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        "limits": {
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        "reported_open_weights": true,
        "reported_license": "OpenMDW-1.1",
        "links": [
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            "label": "Model card",
            "url": "https://huggingface.co/arcee-ai/Trinity-Large-Thinking",
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          {
            "label": "Announcement",
            "url": "https://www.arcee.ai/blog/trinity-large-thinking",
            "type": "announcement"
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            "url": "https://huggingface.co/arcee-ai/Trinity-Large-Thinking/blob/main/LICENSE",
            "type": "license"
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        ],
        "weights": [
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            "url": "https://huggingface.co/arcee-ai/Trinity-Large-Thinking",
            "format": "safetensors"
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        ]
      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "The repository LICENSE file is the OpenMDW License Agreement 1.1, which grants dealing in the model materials without restriction and imposes no obligations on outputs. Vendor blog and docs pages still carry older Apache-2.0 statements superseded by the May 2026 license migration; the file governs.",
      "license_evidence": [
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          "url": "https://huggingface.co/arcee-ai/Trinity-Large-Thinking/blob/dc6a99b6b74202880e31491a445a94884c97890c/LICENSE",
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      "access_boundary": "This record represents the April 2026 Trinity-Large-Thinking release at Hugging Face commit dc6a99b6b74202880e31491a445a94884c97890c (last modified 2026-05-28), the official reasoning successor of the Preview checkpoint. The Preview, Base, and TrueBase checkpoints, and community quantizations remain separate boundaries.",
      "strengths": [
        "Ungated 398B reasoning checkpoint with explicit thinking traces and four quantization repos",
        "First-party API plus exact-model OpenRouter hosting as the official Large release"
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      "tradeoffs": [
        "Vendor blog and docs still carry superseded Apache-2.0 statements",
        "398B dense-class parameters need datacenter-class multi-GPU serving"
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      "verified_at": "2026-09-11"
    },
    {
      "id": "model-google-gemini-2-5-pro-tts",
      "source_id": "google/gemini-2.5-pro-tts",
      "name": "Gemini 2.5 Pro TTS",
      "developer": "Google",
      "url": "https://docs.cloud.google.com/text-to-speech/docs/gemini-tts",
      "description": "Google's generally available Gemini 2.5 Pro text-to-speech model, served through the Cloud Text-to-Speech API under Google Cloud's terms for single- and multi-speaker speech, with no downloadable model weights.",
      "model_type": "audio_generation_model",
      "distribution_modes": [
        "developer_api"
      ],
      "source_metadata": {
        "name": "Gemini 2.5 Pro TTS",
        "description": "Speech generation model for controllable voice, narration, and audio delivery",
        "family": "gemini-pro",
        "release_date": "2025-09-30",
        "last_updated": "2025-12-10",
        "knowledge_cutoff": "2025-01",
        "modalities": {
          "input": [
            "text"
          ],
          "output": [
            "audio"
          ]
        },
        "capabilities": {
          "attachment": false,
          "reasoning": false,
          "tool_call": false,
          "structured_output": null,
          "temperature": false
        },
        "limits": {
          "context": 32768,
          "input": null,
          "output": 16384
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Proprietary"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Google provides the release as a managed service of the Cloud Text-to-Speech API under the Google Cloud Platform Terms of Service. The terms bar copying, reverse engineering, and redistributing the services, so nothing is licensed for self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Proprietary",
          "scope": "Google Cloud Platform Terms of Service, the agreement that governs the Cloud Text-to-Speech API (restrictions in section 3.3)",
          "kind": "web_terms",
          "url": "https://cloud.google.com/terms",
          "verified_at": "2026-10-06"
        }
      ],
      "access_boundary": "This record represents the Gemini 2.5 Pro TTS release identified by the Cloud Text-to-Speech model ID gemini-2.5-pro-tts, generally available since September 30, 2025. The Gemini API's separate gemini-2.5-pro-preview-tts preview code, the Gemini 2.5 Flash Lite TTS preview, the Gemini 3.1 and Gemini 3.8 TTS releases, and the Chirp voices remain separate model or service boundaries.",
      "strengths": [
        "Google documents the model ID, text-in and audio-out data types, token limits, and speaker support on its Cloud Text-to-Speech page",
        "The Cloud Text-to-Speech release notes date the general-availability launch and name both model IDs"
      ],
      "tradeoffs": [
        "No developer-published weights are available for self-operation",
        "Google's Cloud documentation fetched for this review gives no retirement date for the model, and the Gemini API lists its own preview-tts codes for Gemini 2.5 TTS with a November 17, 2026 earliest shutdown",
        "Cloud terms are a general customer agreement rather than a model-specific licence"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 6,
        "lifecycle_transparency": 5,
        "documentation_provenance": 7,
        "overall": 3.88
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Cloud Text-to-Speech Gemini-TTS documentation listing gemini-2.5-pro-tts with its text input, audio output, and token limits",
          "url": "https://docs.cloud.google.com/text-to-speech/docs/gemini-tts",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Cloud Text-to-Speech release notes: general availability of gemini-2.5-flash-tts and gemini-2.5-pro-tts on September 30, 2025",
          "url": "https://docs.cloud.google.com/text-to-speech/docs/release-notes",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Google Cloud Platform Services Summary naming Text-to-Speech as a Google Cloud service",
          "url": "https://cloud.google.com/terms/services",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/f9f2057be3c620898b6eaaca91dbbf75176043ae/models/google/gemini-2.5-pro-tts.toml",
          "verified_at": "2026-10-06"
        }
      ],
      "metadata_verified_at": "2026-10-06",
      "verified_at": "2026-10-06"
    },
    {
      "id": "model-google-gemini-3-flash-preview",
      "source_id": "google/gemini-3-flash-preview",
      "name": "Gemini 3 Flash Preview",
      "developer": "Google",
      "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3-flash-preview",
      "description": "A preview multimodal Gemini release served through Google's Gemini API and Vertex AI under Google's API terms, without downloadable model weights; the preview remains available while Google steers new production use toward stable successors.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
        "developer_api"
      ],
      "source_metadata": {
        "name": "Gemini 3 Flash Preview",
        "description": "New Gemini flash lane bringing frontier-style multimodal reasoning to cheaper runs",
        "family": "gemini-flash",
        "release_date": "2025-12-17",
        "last_updated": "2025-12-17",
        "knowledge_cutoff": "2025-01",
        "modalities": {
          "input": [
            "text",
            "image",
            "video",
            "audio",
            "pdf"
          ],
          "output": [
            "text"
          ]
        },
        "capabilities": {
          "attachment": true,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": true
        },
        "limits": {
          "context": 1048576,
          "input": null,
          "output": 65536
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Gemini-API-Terms"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Google provides Gemini 3 Flash Preview as a managed service under the Gemini API Additional Terms of Service, which incorporate the Google APIs Terms of Service and a Prohibited Use Policy. The terms permit customer applications but prohibit reverse engineering, extracting, or replicating model components such as parameter weights, so nothing is licensed for self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Gemini-API-Terms",
          "scope": "Access to Gemini 3 Flash Preview through the Gemini API and Google AI Studio, including the incorporated Google APIs Terms of Service and Prohibited Use Policy; no weight license",
          "kind": "web_terms",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-11"
        }
      ],
      "access_boundary": "This record represents the preview release identified by the undated model code gemini-3-flash-preview (latest update December 2025; knowledge cutoff January 2025; inputs text, image, video, audio, PDF; output text). There is no dated snapshot behind the ID and no shutdown date announced; Google recommends gemini-3.5-flash or gemini-3.6-flash for new production use. The stable successors, Gemini 3 Pro previews, image-generation and audio variants, the Gemini consumer app, and the Vertex AI and AI Studio platforms themselves are separate service, application, or model boundaries.",
      "strengths": [
        "Google documents a distinct model code, full modality matrix including computer use, token limits, update date, and knowledge cutoff",
        "The release is corroborated across the API changelog, the deprecations table, Vertex AI release notes, and a DeepMind model-cards entry"
      ],
      "tradeoffs": [
        "No developer-published weights are available for self-operation",
        "The undated preview ID carries only a two-week deprecation guarantee with no committed shutdown date"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
        "lifecycle_transparency": 7,
        "documentation_provenance": 8,
        "overall": 4.4
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official Gemini 3 Flash Preview model documentation",
          "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3-flash-preview",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official Gemini API deprecations table",
          "url": "https://ai.google.dev/gemini-api/docs/deprecations",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official Gemini API Additional Terms of Service",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official release announcement",
          "url": "https://blog.google/products/gemini/gemini-3-flash",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/f57a900926160a597e96b62dab5de44732e95e35/models/google/gemini-3-flash-preview.toml",
          "verified_at": "2026-09-11"
        }
      ],
      "metadata_verified_at": "2026-09-11",
      "verified_at": "2026-09-11"
    },
    {
      "id": "model-google-gemini-3-pro-preview",
      "source_id": "google/gemini-3-pro-preview",
      "name": "Gemini 3 Pro Preview",
      "developer": "Google",
      "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3-pro-preview",
      "description": "A preview multimodal Gemini release served through Google's Gemini API and Vertex AI under Google's API terms, without downloadable model weights; Google shut the preview endpoint down on March 9, 2026 and directs users to Gemini 3.1 Pro Preview.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      ],
      "source_metadata": {
        "name": "Gemini 3 Pro Preview",
        "description": "Preview Gemini flagship for complex reasoning, coding, and rich multimodal prompts",
        "family": "gemini-pro",
        "release_date": "2025-11-18",
        "last_updated": "2025-11-18",
        "knowledge_cutoff": "2025-01",
        "modalities": {
          "input": [
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            "image",
            "video",
            "audio",
            "pdf"
          ],
          "output": [
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          ]
        },
        "capabilities": {
          "attachment": true,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": true
        },
        "limits": {
          "context": 1048576,
          "input": null,
          "output": 65536
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Gemini-API-Terms"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Google provides Gemini 3 Pro Preview as a managed service under the Gemini API Additional Terms of Service, which incorporate the Google APIs Terms of Service and a Prohibited Use Policy. The terms permit customer applications but prohibit reverse engineering, extracting, or replicating model components such as parameter weights, so nothing is licensed for self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Gemini-API-Terms",
          "scope": "Access to Gemini 3 Pro Preview through the Gemini API and Google AI Studio, including the incorporated Google APIs Terms of Service and Prohibited Use Policy; no weight license",
          "kind": "web_terms",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-11"
        }
      ],
      "access_boundary": "This record represents the preview release identified by the undated model code gemini-3-pro-preview (latest update November 2025; knowledge cutoff January 2025; inputs text, image, video, audio, PDF; output text). Google shut the preview endpoint down on March 9, 2026 and names gemini-3.1-pro-preview as the replacement; there is no dated snapshot behind the ID. The successor preview, Gemini 3 Flash Preview, the image-generation releases, the Gemini consumer app, and the Vertex AI and AI Studio platforms themselves are separate service, application, or model boundaries.",
      "strengths": [
        "Google documents a distinct model code, full modality matrix, token limits, release date, and an explicit shutdown with a named replacement",
        "A DeepMind Gemini 3 Pro model card corroborates identity, multimodal scope, knowledge cutoff, and prohibited-use applicability"
      ],
      "tradeoffs": [
        "No developer-published weights are available for self-operation",
        "The preview endpoint is shut down after a four-month service life, so the record documents a retired release and its replacement"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
        "lifecycle_transparency": 6,
        "documentation_provenance": 8,
        "overall": 4.28
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official Gemini 3 Pro Preview model documentation",
          "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3-pro-preview",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official Gemini API deprecations table",
          "url": "https://ai.google.dev/gemini-api/docs/deprecations",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official Vertex AI Gemini 3 Pro page",
          "url": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official Gemini API Additional Terms of Service",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Official release announcement",
          "url": "https://blog.google/products/gemini/gemini-3/",
          "verified_at": "2026-09-11"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/f57a900926160a597e96b62dab5de44732e95e35/models/google/gemini-3-pro-preview.toml",
          "verified_at": "2026-09-11"
        }
      ],
      "metadata_verified_at": "2026-09-11",
      "verified_at": "2026-09-11"
    },
    {
      "id": "model-google-gemini-3-1-flash-lite",
      "source_id": "google/gemini-3.1-flash-lite",
      "name": "Gemini 3.1 Flash Lite",
      "developer": "Google",
      "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite",
      "description": "An active multimodal Gemini release served through Google's Gemini API and Vertex AI under Google's API terms, without downloadable model weights.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      ],
      "source_metadata": {
        "name": "Gemini 3.1 Flash Lite",
        "description": "Low-latency Gemini model for high-volume multimodal and agent workloads",
        "family": "gemini-flash-lite",
        "release_date": "2026-05-07",
        "last_updated": "2026-05-07",
        "knowledge_cutoff": "2025-01",
        "modalities": {
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            "image",
            "video",
            "audio",
            "pdf"
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          "output": [
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        },
        "capabilities": {
          "attachment": true,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": true
        },
        "limits": {
          "context": 1048576,
          "input": null,
          "output": 65536
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Gemini-API-Terms"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Google provides the release as a managed service under the Gemini API Additional Terms of Service, which incorporate the Google APIs Terms of Service and a Prohibited Use Policy. The terms permit customer applications but prohibit extracting or replicating model components such as parameter weights, so nothing is licensed for self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Gemini-API-Terms",
          "kind": "web_terms",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-18",
          "scope": "Access to the release through the Gemini API and Google AI Studio, including the incorporated Google APIs Terms of Service and Prohibited Use Policy"
        }
      ],
      "access_boundary": "This record represents the stable Gemini 3.1 Flash-Lite release identified by the model code gemini-3.1-flash-lite (preview March 2026, general availability May 7, 2026, earliest possible retirement May 7, 2027 with gemini-3.5-flash-lite named as replacement). The shut-down preview endpoint, the Flash sibling, the Vertex AI and Gemini app products, and later Gemini releases remain separate model or service boundaries.",
      "strengths": [
        "Google documents a release-specific model page with modalities, limits, and a dated deprecations row",
        "The changelog and model index name the release and its family position"
      ],
      "tradeoffs": [
        "No developer-published weights are available for self-operation",
        "The deprecations page marks an earliest possible retirement date for the line"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
        "lifecycle_transparency": 8,
        "documentation_provenance": 8,
        "overall": 4.52
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official Gemini 3.1 Flash-Lite model documentation",
          "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite",
          "verified_at": "2026-09-18"
        },
        {
          "kind": "web",
          "label": "Official Gemini API deprecations and model lifecycle page",
          "url": "https://ai.google.dev/gemini-api/docs/deprecations",
          "verified_at": "2026-09-18"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/9df518aae587f231d955a3f849306082c543aa4d/models/google/gemini-3.1-flash-lite.toml",
          "verified_at": "2026-09-18"
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      ],
      "metadata_verified_at": "2026-09-18",
      "verified_at": "2026-09-18"
    },
    {
      "id": "model-google-gemini-3-1-flash-lite-preview",
      "source_id": "google/gemini-3.1-flash-lite-preview",
      "name": "Gemini 3.1 Flash Lite Preview",
      "developer": "Google",
      "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite-preview",
      "description": "A retired multimodal Gemini preview release served through Google's Gemini API under Google's API terms, shut down May 25, 2026, without downloadable model weights.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      ],
      "source_metadata": {
        "name": "Gemini 3.1 Flash Lite Preview",
        "description": "Low-latency Gemini model for high-volume multimodal and agent workloads",
        "family": "gemini-flash-lite",
        "release_date": "2026-03-03",
        "last_updated": "2026-03-03",
        "knowledge_cutoff": "2025-01",
        "modalities": {
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            "image",
            "video",
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          "output": [
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        },
        "capabilities": {
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          "reasoning": true,
          "tool_call": true,
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          "temperature": true
        },
        "limits": {
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          "input": null,
          "output": 65536
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
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      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Google provides the release as a managed service under the Gemini API Additional Terms of Service, which incorporate the Google APIs Terms of Service and a Prohibited Use Policy. The terms permit customer applications but prohibit extracting or replicating model components such as parameter weights, so nothing is licensed for self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Gemini-API-Terms",
          "kind": "web_terms",
          "url": "https://ai.google.dev/gemini-api/terms",
          "verified_at": "2026-09-18",
          "scope": "Access to the release through the Gemini API and Google AI Studio, including the incorporated Google APIs Terms of Service and Prohibited Use Policy"
        }
      ],
      "access_boundary": "This record represents the Gemini 3.1 Flash-Lite Preview identified by the model code gemini-3.1-flash-lite-preview, released March 3, 2026 and shut down May 25, 2026 with gemini-3.1-flash-lite as its replacement. The GA line, the Flash sibling, the Vertex AI and Gemini app products, and later Gemini releases remain separate model or service boundaries.",
      "strengths": [
        "Google documents the release, deprecation, and shutdown dates in the changelog and deprecations table",
        "The model page carries a shutdown banner naming the replacement"
      ],
      "tradeoffs": [
        "No developer-published weights are available for self-operation",
        "The release is shut down and new traffic must migrate to the GA replacement"
      ],
      "score_profile": "model_access",
      "score": {
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        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
        "lifecycle_transparency": 6,
        "documentation_provenance": 8,
        "overall": 4.28
      },
      "evidence": [
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          "kind": "web",
          "label": "Official Gemini 3.1 Flash-Lite Preview model documentation",
          "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite-preview",
          "verified_at": "2026-09-18"
        },
        {
          "kind": "web",
          "label": "Official Gemini API deprecations and model lifecycle page",
          "url": "https://ai.google.dev/gemini-api/docs/deprecations",
          "verified_at": "2026-09-18"
        },
        {
          "kind": "web",
          "label": "Official Gemini API changelog documenting launch and shutdown",
          "url": "https://ai.google.dev/gemini-api/docs/changelog",
          "verified_at": "2026-09-18"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/9df518aae587f231d955a3f849306082c543aa4d/models/google/gemini-3.1-flash-lite-preview.toml",
          "verified_at": "2026-09-18"
        }
      ],
      "metadata_verified_at": "2026-09-18",
      "verified_at": "2026-09-18"
    },
    {
      "id": "model-google-gemini-3-1-flash-live-preview",
      "source_id": "google/gemini-3.1-flash-live-preview",
      "name": "Gemini 3.1 Flash Live Preview",
      "developer": "Google",
      "url": "https://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-live-preview",
      "description": "A legacy real-time dialogue preview release served through Google's Live API under Google's API terms, with text and audio output and no downloadable model weights.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      ],
      "source_metadata": {
        "name": "Gemini 3.1 Flash Live Preview",
        "description": "High-quality, low-latency Live API model for real-time dialogue and voice-first AI applications",
        "family": "gemini-flash",
        "release_date": "2026-03-26",
        "last_updated": "2026-03-26",
        "knowledge_cutoff": "2025-01",
        "modalities": {
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            "video",
            "audio"
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          "output": [
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      "licenses": [
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      "source_model": "source_available",
      "license_review_status": "verified",
      "license_note": "The repository LICENSE file is the LFM Open License v1.0, which reuses the Apache License 2.0 text and adds Section 5: the copyright and patent grants are conditioned on a commercial use limitation, and a legal entity with annual revenue of $10,000,000 or more has no licensed right to use the work or a derivative for commercial purposes until it buys a commercial licence from Liquid AI, Inc. Section 5(c) exempts qualified non-profit organizations from the threshold for non-commercial or research purposes, and there is no copyleft, so proprietary fine-tunes are permitted. A revenue ceiling on an otherwise Apache-2.0 grant is a use restriction, so the release is source-available rather than open source. The same terms govern the official GGUF, MLX, and ONNX exports; no separate code licence covers this repository, which ships weights, a chat template, and tokenizer files only.",
      "license_evidence": [
        {
          "kind": "web_terms",
          "license_id": "LicenseRef-LFM-Open-License-1.0",
          "scope": "LiquidAI/LFM2.5-2.6B weights, chat template, and tokenizer files, and every official format export and derivative of them; Section 5 caps free commercial use at legal entities below $10,000,000 annual revenue",
          "url": "https://huggingface.co/LiquidAI/LFM2.5-2.6B/blob/main/LICENSE",
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        },
        {
          "kind": "web_terms",
          "license_id": "LicenseRef-LFM-Open-License-1.0",
          "scope": "Liquid AI's own licence page carrying the same LFM Open License v1.0 text, its summary, its hosting-platform FAQ, and its Apache 2.0 comparison",
          "url": "https://www.liquid.ai/lfm-license",
          "verified_at": "2026-09-28"
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      "access_boundary": "This record represents the LiquidAI/LFM2.5-2.6B weight release announced 4 August 2026, the 2.6B dense text-to-text checkpoint of the LFM2.5 line. The LFM2.5-2.6B-Base pre-trained checkpoint, the deprecated LFM2-2.6B and LFM2-2.6B-Exp predecessors, the sibling LFM2.5 sizes and the LFM2.5-VL, LFM2.5-Audio, and Liquid Nanos families, the official GGUF, MLX, and ONNX format exports, the LFM2.5-2.6B-DSpark speculative-decoding drafter, the Liquid Playground and the partner API programme, and OpenRouter's hosted route for the same weights are separate boundaries.",
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        "Developer-published BF16 safetensors checkpoint with official GGUF, MLX, and ONNX exports and a 328M DSpark speculative-decoding drafter, all on the LiquidAI Hugging Face organization",
        "The LFM Open License is published in full on the developer's own site with a plain-language summary, a hosting-platform FAQ, and an explicit Apache 2.0 comparison, and the FAQ confirms the $10 million threshold and the non-profit exemption",
        "First-party model card and documentation cover the hybrid convolution and attention layer layout, parameter count, 34T-token training budget, 128K mid-training context extension, the four post-training stages, the ChatML-like chat template, tool-call syntax, and per-runtime deployment recipes from llama.cpp and MLX through vLLM and SGLang"
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      "tradeoffs": [
        "The LFM Open License ends the right to use the release for commercial purposes once a legal entity's annual revenue reaches $10 million, so a commercial licence from Liquid AI replaces the free grant at that point",
        "Liquid AI states it does not offer a hosted API of its own; the only documented managed route is OpenRouter, and the Liquid Playground is a rate-limited trial",
        "The deprecations page names successors for retired LFM2 checkpoints and the LFM2.5 line, but the model card publishes no versioning or deprecation commitment for the 2.6B line itself, and the LFM2.5-Encoders and Liquid Nanos families are listed in the same documentation matrix"
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          "kind": "web",
          "label": "LFM Open License v1.0 file in the weights repository",
          "url": "https://huggingface.co/LiquidAI/LFM2.5-2.6B/blob/main/LICENSE",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Liquid AI LFM License page: licence text, summary, hosting FAQ, and Apache 2.0 comparison",
          "url": "https://www.liquid.ai/lfm-license",
          "verified_at": "2026-09-28"
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        {
          "kind": "web",
          "label": "Official release announcement: LFM2.5-2.6B, training recipe, and on-device agent deployment",
          "url": "https://www.liquid.ai/blog/lfm2-5-2-6b",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Liquid documentation model matrix: HF, GGUF, MLX, and ONNX availability per model",
          "url": "https://docs.liquid.ai/lfm/models/complete-library",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official documentation deprecations page naming LFM2.5-2.6B as the replacement for the LFM2-2.6B and LFM2-2.6B-Exp lines",
          "url": "https://docs.liquid.ai/lfm/help/deprecations",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Liquid AI FAQ: no hosted API of its own, a rate-limited playground, and OpenRouter as the documented managed route",
          "url": "https://www.liquid.ai/faq",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Liquid Foundation Models page stating that every LFM is free to download, run, and fine-tune until the company passes $10M in annual revenue",
          "url": "https://www.liquid.ai/models",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Model configuration giving the 131,072-token maximum position embeddings and the hybrid convolution and full-attention layer layout",
          "url": "https://huggingface.co/LiquidAI/LFM2.5-2.6B/raw/main/config.json",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "OpenRouter model page documenting a hosted route for the same release",
          "url": "https://openrouter.ai/liquid/lfm-2.5-2.6b",
          "verified_at": "2026-09-28"
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      ],
      "metadata_verified_at": "2026-09-28",
      "verified_at": "2026-09-28"
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    {
      "id": "model-meituan-longcat-2-0",
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      "developer": "Meituan",
      "url": "https://huggingface.co/meituan-longcat/LongCat-2.0",
      "description": "Meituan's LongCat-2.0, a 1.6-trillion-parameter MoE release with 48B active parameters, LSA sparse attention, n-gram embeddings, and 1M context, published as open weights under MIT.",
      "model_type": "language_model",
      "distribution_modes": [
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      "source_metadata": {
        "name": "LongCat-2.0",
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        "knowledge_cutoff": null,
        "modalities": {
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        },
        "capabilities": {
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          "reasoning": true,
          "tool_call": true,
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          "temperature": true
        },
        "limits": {
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          "input": null,
          "output": 131072
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
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      "licenses": [
        "MIT"
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "The LongCat-2.0 repository carries an MIT license file (Copyright (c) 2026 Meituan) at the repository root, confirming the open-weights grant. models.dev's row still reports open weights as false and attributes the org as meituan; the official publisher org is meituan-longcat.",
      "license_evidence": [
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          "license_id": "MIT",
          "scope": "LongCat-2.0 repository, Safetensors checkpoint, tokenizer, and chat template",
          "kind": "web_terms",
          "url": "https://huggingface.co/meituan-longcat/LongCat-2.0/blob/main/LICENSE",
          "verified_at": "2026-09-22"
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      "access_boundary": "This record represents the LongCat-2.0 weight release published by the official meituan-longcat organization. The longcat.ai hosted chat and independent hosts are separate boundaries; models.dev attributes this row to a stale meituan org.",
      "strengths": [
        "Frontier-scale open MoE release with an explicit MIT license file at the repository root",
        "Strong coding and agentic positioning with 1M context and published technical material"
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      "tradeoffs": [
        "The 1.8-trillion-parameter checkpoint set is impractical for most self-operated hardware",
        "Community support is primarily GGUF-quantized rather than first-party optimized formats"
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      "score_profile": "model_access",
      "score": {
        "license_clarity": 10,
        "artifact_availability": 9,
        "deployment_portability": 6,
        "serving_reach": 3,
        "lifecycle_transparency": 7,
        "documentation_provenance": 8,
        "overall": 7.4
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      "evidence": [
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/9df518aae587f231d955a3f849306082c543aa4d/models/meituan/longcat-2.0.toml",
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        {
          "kind": "web",
          "label": "Official model page, model card, or weight repository",
          "url": "https://huggingface.co/meituan-longcat/LongCat-2.0",
          "verified_at": "2026-09-22"
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      ],
      "metadata_verified_at": "2026-09-22",
      "verified_at": "2026-09-22"
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    {
      "id": "model-meituan-longcat-2-5-preview",
      "source_id": "meituan/longcat-2.5-preview",
      "name": "LongCat-2.5-Preview",
      "developer": "Meituan",
      "url": "https://longcat.chat/platform/docs/",
      "description": "Meituan's LongCat-2.5-Preview, a multimodal agentic model with image and video understanding and a 1M-token context window, served through the LongCat API Platform under Meituan's platform terms, with no published weights.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      ],
      "source_metadata": {
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        "description": "Meituan's multimodal reasoning model for coding and agent tasks, with image understanding and a 1M-token context window",
        "family": "longcat",
        "release_date": "2026-09-25",
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        "knowledge_cutoff": null,
        "modalities": {
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          "output": [
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        "capabilities": {
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          "reasoning": true,
          "tool_call": true,
          "structured_output": null,
          "temperature": true
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        "limits": {
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          "input": null,
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        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-LongCat-Platform-Terms"
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      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "LongCat-2.5-Preview is served through the LongCat API Platform under the LongCat AI Platform Terms of Use, which form part of the LongCat Terms of Use (version 3.1, updated 2026-06-30). Those terms reserve all rights in the models, including model weights and parameters, to the operator, prohibit reverse engineering the platform's models and training or fine-tuning competing models on outputs, and license no weights for self-operation. The LongCat-2.0 MIT weights license covers the separate LongCat-2.0 release and does not extend to this preview.",
      "license_evidence": [
        {
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          "scope": "Access to LongCat-2.5-Preview through the LongCat API Platform under the LongCat AI Platform Terms of Use and the LongCat Terms of Use",
          "kind": "web_terms",
          "url": "https://longcat.chat/platform/private/",
          "verified_at": "2026-10-06"
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      ],
      "access_boundary": "This record represents the LongCat-2.5-Preview release announced September 25, 2026 and served through the LongCat API Platform under the model name LongCat-2.5-Preview. The open-weight LongCat-2.0 release, the retired LongCat-2.0-Preview beta, earlier LongCat-Flash models, the longcat.chat consumer chat product, and independent hosts are separate boundaries.",
      "strengths": [
        "The platform documents the model name, the 1M-token context with 128K output, image and video input, OpenAI-compatible and Anthropic-compatible endpoints, and a dated changelog entry",
        "The governing platform terms and the parent terms of use are published with a version number and an update date"
      ],
      "tradeoffs": [
        "No weights, repository, or model card are published for this preview, so self-operation is unavailable even though the LongCat-2.0 release is open",
        "The Preview name carries no stated retention posture, and the platform's change log records retiring six earlier LongCat models on May 29, 2026"
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      "score_profile": "model_access",
      "score": {
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      "evidence": [
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        {
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          "label": "LongCat API Platform quick start: supported models, endpoints, and context limits",
          "url": "https://longcat.chat/platform/docs/",
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        {
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          "label": "LongCat API Platform change log: LongCat-2.5-Preview release entry of September 25, 2026",
          "url": "https://longcat.chat/platform/docs/change-log",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "LongCat API visual understanding guide for LongCat-2.5-Preview",
          "url": "https://longcat.chat/platform/docs/image-video-understanding",
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        },
        {
          "kind": "web",
          "label": "LongCat AI Platform Terms of Use",
          "url": "https://longcat.chat/platform/private/",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Official meituan-longcat Hugging Face organization: no LongCat-2.5 weight repository",
          "url": "https://huggingface.co/meituan-longcat",
          "verified_at": "2026-10-06"
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      ],
      "metadata_verified_at": "2026-10-06",
      "verified_at": "2026-10-06"
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    {
      "id": "model-meta-llama-3-2-11b-vision-instruct",
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      "name": "Llama 3.2 11B Vision Instruct",
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      "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct",
      "description": "A downloadable image-and-text instruction model governed by the Llama 3.2 Community License and its incorporated acceptable-use and regional restrictions.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      "source_metadata": {
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        "description": "Open multimodal Llama model for image understanding, captioning, and visual QA",
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        "release_date": "2024-09-25",
        "last_updated": "2024-09-25",
        "knowledge_cutoff": "2023-12",
        "modalities": {
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        "capabilities": {
          "attachment": true,
          "reasoning": false,
          "tool_call": true,
          "structured_output": null,
          "temperature": true
        },
        "limits": {
          "context": 128000,
          "input": null,
          "output": 4096
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        "reported_open_weights": true,
        "reported_license": null,
        "links": [],
        "weights": [
          {
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            "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct"
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        ]
      },
      "licenses": [
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        "LicenseRef-Llama-3.2-AUP"
      ],
      "source_model": "source_available",
      "license_review_status": "verified",
      "license_note": "Meta publishes the model weights under the custom Llama 3.2 Community License, which carries attribution and redistribution duties, a large-platform commercial threshold, and an incorporated acceptable-use policy. The multimodal grant also excludes organizations established in the European Union, so public weights do not make this an open-source distribution.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Llama-3.2-Community",
          "scope": "Llama 3.2 11B Vision Instruct weights, tokenizer, model code, and related Llama materials",
          "kind": "web_terms",
          "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct/blob/9eb2daaa8597bf192a8b0e73f848f3a102794df5/LICENSE.txt",
          "verified_at": "2026-09-04"
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        {
          "license_id": "LicenseRef-Llama-3.2-AUP",
          "scope": "Acceptable-use and multimodal regional restrictions incorporated into the Llama 3.2 Community License",
          "kind": "web_terms",
          "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct/blob/9eb2daaa8597bf192a8b0e73f848f3a102794df5/USE_POLICY.md",
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      "access_boundary": "This record represents the Llama 3.2 11B Vision Instruct release. The 11B base model, 90B variants, quantizations, fine-tunes, Meta-hosted products, and independent serving providers are separate model or service boundaries.",
      "strengths": [
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        "The official model card documents several self-operated runtimes and hosted deployment paths"
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      "tradeoffs": [
        "Artifact access is gated and the custom license carries use, attribution, scale, and multimodal regional restrictions",
        "Runtime and hosted-provider coverage can change independently of this fixed model release"
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      "score_profile": "model_access",
      "score": {
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        "artifact_availability": 7,
        "deployment_portability": 8,
        "serving_reach": 8,
        "lifecycle_transparency": 7,
        "documentation_provenance": 8,
        "overall": 7.04
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      "evidence": [
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          "label": "Official model card, checkpoints, and deployment guidance",
          "url": "https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct",
          "verified_at": "2026-09-04"
        },
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/ef71a4865a5821d8cd24f171a0100156a02e808e/models/meta/llama-3.2-11b-vision-instruct.toml",
          "verified_at": "2026-09-04"
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      ],
      "metadata_verified_at": "2026-09-04",
      "verified_at": "2026-09-04"
    },
    {
      "id": "model-meta-llama-4-maverick-17b-instruct",
      "source_id": "meta/llama-4-maverick-17b-instruct",
      "name": "Llama 4 Maverick 17B Instruct",
      "developer": "Meta",
      "url": "https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct",
      "description": "A gated downloadable image-and-text instruction model governed by the Llama 4 Community License and an incorporated acceptable-use policy that withholds the multimodal grant from European Union entities.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
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      "source_metadata": {
        "name": "Llama 4 Maverick 17B Instruct",
        "description": "Open multimodal Llama for strong reasoning with efficient everyday serving",
        "family": "llama",
        "release_date": "2025-04-05",
        "last_updated": "2025-04-05",
        "knowledge_cutoff": "2024-08",
        "modalities": {
          "input": [
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          "output": [
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        },
        "capabilities": {
          "attachment": true,
          "reasoning": false,
          "tool_call": true,
          "structured_output": null,
          "temperature": true
        },
        "limits": {
          "context": 1000000,
          "input": null,
          "output": 16384
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        "reported_open_weights": true,
        "reported_license": null,
        "links": [],
        "weights": [
          {
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            "url": "https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct"
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        ]
      },
      "licenses": [
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        "LicenseRef-Llama-4-AUP"
      ],
      "source_model": "source_available",
      "license_review_status": "verified",
      "license_note": "Meta publishes the weights under the custom Llama 4 Community License, which carries attribution and redistribution duties, a 700 million monthly-active-user commercial threshold, and an incorporated acceptable-use policy. The policy, not the license text, states that the Section 1(a) rights for multimodal Llama 4 models are not granted to individuals domiciled in or companies based in the European Union, so public weights do not make this an open-source distribution.",
      "license_evidence": [
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          "license_id": "LicenseRef-Llama-4-Community",
          "scope": "Llama 4 Maverick 17B 128E Instruct weights, tokenizer, processor configuration, and related Llama materials",
          "kind": "web_terms",
          "url": "https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct/blob/73d14711bcc77c16df3470856949c3764056b617/LICENSE",
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        },
        {
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          "scope": "Acceptable-use policy and European Union multimodal exclusion incorporated by reference into the Llama 4 Community License",
          "kind": "web_terms",
          "url": "https://developer.meta.com/ai/llama4/use-policy/",
          "verified_at": "2026-09-11"
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      ],
      "access_boundary": "This record represents the meta-llama/Llama-4-Maverick-17B-128E-Instruct BF16 release dated April 5, 2025. The Maverick base model, the separately published FP8 checkpoint, Llama 4 Scout, quantizations, fine-tunes, Meta-hosted products, and independent serving providers are separate model or service boundaries.",
      "strengths": [
        "Meta publishes Transformers-compatible Safetensors shards with tokenizer, processor, and chat-template files in one pinned repository",
        "The model card names the governing license, the base model, the release date, and distinguishes the BF16 release from the FP8 and Scout variants"
      ],
      "tradeoffs": [
        "Artifact access is gated behind identity disclosure and the incorporated policy withholds the multimodal grant from European Union entities",
        "The model card documents a single Transformers path and no hosted serving paths, so other runtimes and operators need independent verification"
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      "score_profile": "model_access",
      "score": {
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        "artifact_availability": 6,
        "deployment_portability": 6,
        "serving_reach": 4,
        "lifecycle_transparency": 6,
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        "overall": 5.78
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      "evidence": [
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          "label": "Official model card, checkpoints, and Transformers guidance",
          "url": "https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct",
          "verified_at": "2026-09-11"
        },
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      "verified_at": "2026-09-16"
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      "tradeoffs": [
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      "evidence": [
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          "label": "Official Mistral Medium 3.1 docs: release date, API ID, tier, and deprecation",
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        {
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          "label": "Official Mistral changelog entry for the Medium 3.1 release",
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      "metadata_verified_at": "2026-10-06",
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      "source_model": "source_available",
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        {
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    {
      "id": "model-mistral-mistral-nemo",
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      "source_metadata": {
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        "description": "Efficient Mistral-NVIDIA open model for multilingual chat and local deployment",
        "family": "mistral-nemo",
        "release_date": "2024-07-01",
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        "knowledge_cutoff": "2024-07",
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        "links": [],
        "weights": [
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            "url": "https://huggingface.co/mistralai/Mistral-Nemo-Instruct-2407"
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      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "No LICENSE file ships in the weight repositories; the launch announcement, model card, docs badge, and NVIDIA NIM page concordantly declare the Apache 2.0 license with no use restrictions attached — the same card-only pattern as the reviewed Small 4 record.",
      "license_evidence": [
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      "access_boundary": "This record represents the July 2024 Mistral Nemo 12B (24.07) release across its base and instruct weight repositories at commits a4477a2f977929a969745b69bbd62e03043551a5 and 04d8a90549d23fc6bd7f642064003592df51e9b3 (both last modified 2025-07-28), together with the open-mistral-nemo-2407 API model and its NIM container. The FP8 quantization, NVIDIA's NeMo-format repackaging, and later Ministral lines remain separate boundaries.",
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        "First-party API plus exact-model NVIDIA NIM hosting with a 128K context window"
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        "The managed API is deprecated and retired with migration directed at Ministral 3 8B"
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      "score_profile": "model_access",
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          "label": "Official Mistral Nemo docs: API ID, deprecation, and replacement",
          "url": "https://docs.mistral.ai/models/mistral-nemo-12b-24-07",
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          "label": "Pinned models.dev source metadata",
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      "metadata_verified_at": "2026-09-18",
      "verified_at": "2026-09-18"
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    {
      "id": "model-mistral-mistral-small-24b-instruct-2501",
      "source_id": null,
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      "developer": "Mistral AI",
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      "model_type": "language_model",
      "distribution_modes": [
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      "source_metadata": {
        "name": "Mistral Small 3",
        "description": "24B instruction-tuned model with native function calling and a 32k context window under Apache 2.0",
        "family": "mistral-small",
        "release_date": "2025-01-30",
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        "modalities": {
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        "reported_open_weights": true,
        "reported_license": null,
        "links": [],
        "weights": [
          {
            "label": "Hugging Face",
            "url": "https://huggingface.co/mistralai/Mistral-Small-24B-Instruct-2501"
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        ]
      },
      "licenses": [
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      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "No LICENSE file ships in the weight repository; the model card frontmatter and prose both state the Apache 2.0 license, and the docs page badges the release Apache 2.0, with no use restrictions attached - the same card-only pattern as the reviewed Small 3.1 and Small 4 records.",
      "license_evidence": [
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      "access_boundary": "This record represents the January 2025 Mistral Small 3 instruct release at Hugging Face commit 9527884be6e5616bdd54de542f9ae13384489724 (last modified 2025-07-28). Its mistral-small-2501 API line retired on November 30, 2025 with migration directed at Mistral Small 4. The Small 3 base weights, the Small 3.1 and Small 3.2 successors, and community quantizations remain separate boundaries.",
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      "tradeoffs": [
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      "score_profile": "model_access",
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          "label": "Official Mistral Small 3.0 docs: release date, Apache badge, and retirement",
          "url": "https://docs.mistral.ai/models/mistral-small-3-0-25-01",
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          "verified_at": "2026-10-06"
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      "metadata_verified_at": "2026-10-06",
      "verified_at": "2026-10-06"
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    {
      "id": "model-mistral-mistral-small-3-1-24b-instruct-2503",
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      "developer": "Mistral AI",
      "url": "https://huggingface.co/mistralai/Mistral-Small-3.1-24B-Instruct-2503",
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      "source_metadata": {
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        "limits": {
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          "input": null,
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      "license_note": "No LICENSE file ships in the weight repository; the model card frontmatter and prose both state the Apache 2.0 license, and the docs page badges the release Apache 2.0, with no use restrictions attached — the same card-only pattern as the reviewed Small 4 record.",
      "license_evidence": [
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      "license_evidence": [
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          "kind": "web_terms",
          "url": "https://reflection.ai/blog/introducing-beam",
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        "overall": 2.7
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official Beam announcement: architecture, early-access status, and the Apache 2.0 weights commitment",
          "url": "https://reflection.ai/blog/introducing-beam",
          "verified_at": "2026-10-07"
        },
        {
          "kind": "web",
          "label": "Reflection Open Safety Framework page: framework text that names no model",
          "url": "https://reflection.ai/safety",
          "verified_at": "2026-10-07"
        }
      ],
      "flags": [
        {
          "kind": "maker_risk_safeguards",
          "status": "no_statement_found",
          "url": "https://reflection.ai/blog/introducing-beam",
          "verified_at": "2026-10-07",
          "research_confidence": "medium"
        }
      ],
      "metadata_verified_at": "2026-10-07",
      "verified_at": "2026-10-07"
    },
    {
      "id": "model-rekaai-reka-flash-3",
      "source_id": "rekaai/reka-flash-3",
      "name": "Reka Flash 3",
      "developer": "Reka",
      "url": "https://docs.reka.ai/chat/models",
      "description": "Reka's March 2025 Flash text release with 64K context, tool use, structured outputs, and reasoning, served on Reka-operated infrastructure through the OpenAI-compatible Reka API under the Reka Terms of Use. No weights are published for this checkpoint. Reviewed by automation under ADR 055 with human spot-checks; verify against the cited evidence.",
      "model_type": "language_model",
      "distribution_modes": [
        "developer_api"
      ],
      "source_metadata": {
        "name": "Reka Flash 3",
        "description": "Efficient model for low-latency assistance, extraction, and routine automation",
        "family": "reka",
        "release_date": "2025-03-12",
        "last_updated": "2025-03-12",
        "knowledge_cutoff": "2025-01-31",
        "modalities": {
          "input": [
            "text"
          ],
          "output": [
            "text"
          ]
        },
        "capabilities": {
          "attachment": false,
          "reasoning": true,
          "tool_call": false,
          "structured_output": true,
          "temperature": true
        },
        "limits": {
          "context": 65536,
          "input": null,
          "output": 58982
        },
        "reported_open_weights": true,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Reka-Terms-of-Use"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "The Reka Terms of Use, last updated September 2026, govern API access to Reka's models: use requires an account with billing details, commercial use runs under the Business Terms, Reka may use customer content to train its models, and disputes go to binding arbitration with class-action waiver. It grants no licence to model weights for redistribution or self-operation.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-Reka-Terms-of-Use",
          "scope": "API access to Reka Flash 3 through Reka-operated inference infrastructure",
          "kind": "web_terms",
          "url": "https://reka.ai/legal/terms-of-use",
          "verified_at": "2026-10-14"
        }
      ],
      "access_boundary": "This record represents the reka-flash-3 API release. The Reka Edge and Core lines, the multimodal Vision services, third-party open models served through the same API, and weight checkpoints some other line publishes are separate boundaries.",
      "strengths": [
        "First-party API docs name reka-flash-3 with its context, modalities, and feature flags, served on infrastructure Reka operates",
        "OpenAI-compatible endpoint with structured outputs and tool use, documented with copy-paste client examples"
      ],
      "tradeoffs": [
        "No weights are published, so self-operation is unavailable and the API list can retire the model without a stated notice period",
        "The terms let Reka train on customer content and send disputes to individual arbitration, which enterprise buyers must weigh"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 7,
        "lifecycle_transparency": 5,
        "documentation_provenance": 8,
        "overall": 4.16
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Pinned models.dev source metadata",
          "url": "https://github.com/anomalyco/models.dev/blob/59aa52dbc09727fa6ead433b0285970ebc05ba82/models/rekaai/reka-flash-3.toml",
          "verified_at": "2026-10-14"
        },
        {
          "kind": "web",
          "label": "Reka API model list: reka-flash-3 with 64K text context on Reka-operated infrastructure",
          "url": "https://docs.reka.ai/chat/models",
          "verified_at": "2026-10-14"
        },
        {
          "kind": "web",
          "label": "Reka Terms of Use governing API access to Reka models",
          "url": "https://reka.ai/legal/terms-of-use",
          "verified_at": "2026-10-14"
        }
      ],
      "flags": [
        {
          "kind": "maker_risk_safeguards",
          "status": "no_statement_found",
          "url": "https://docs.reka.ai/chat/models",
          "verified_at": "2026-10-14",
          "research_confidence": "high"
        }
      ],
      "metadata_verified_at": "2026-10-14",
      "verified_at": "2026-10-14"
    },
    {
      "id": "model-sakana-sakana-namazu-v1-0",
      "source_id": null,
      "name": "Sakana Namazu v1.0",
      "developer": "Sakana AI",
      "url": "https://console.sakana.ai/models?model=sakana-namazu",
      "description": "Sakana AI's Japanese-specialized language model, served as `sakana-namazu-v1.0` through its own OpenAI-compatible API with a 256K context window, image and document input, and built-in web search and code execution; it is post-trained by Sakana from the open Kimi K2.6 weights and no weights are published.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
        "developer_api",
        "third_party_hosting"
      ],
      "source_metadata": {
        "name": "Sakana Namazu v1.0",
        "description": "A Japanese-specialized LLM that combines a deep understanding of Japanese culture and business customs with high-performance reasoning, fine-tuned with Sakana AI's in-house data for Japanese language and business workflows",
        "family": "sakana-namazu",
        "release_date": "2026-08-03",
        "last_updated": null,
        "knowledge_cutoff": null,
        "modalities": {
          "input": [
            "text",
            "image",
            "pdf"
          ],
          "output": [
            "text"
          ]
        },
        "capabilities": {
          "attachment": true,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": null
        },
        "limits": {
          "context": 256000,
          "input": null,
          "output": null
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [
          {
            "label": "Official product page",
            "url": "https://sakana.ai/namazu/"
          }
        ],
        "weights": []
      },
      "licenses": [
        "LicenseRef-Sakana-API-ToS"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "No weights are published and no model licence exists; the release is served only as an API under the Sakana AI API Platform Terms of Service, effective 28 September 2026, agreed with Sakana AI Co., Ltd. and covering Sakana Namazu among the services the Company provides through its API. The terms grant no right to reverse engineer the service and prohibit using the service or its contents to generate, train, fine-tune, or otherwise develop another machine learning model, including by distillation or extraction, which is what forecloses recovering the post-training from the endpoint. They govern output separately from weights: as between the parties the user owns its outputs, while the user grants the Company a perpetual, irrevocable, royalty-free, sublicensable licence to its content, and content is used for model training by default with a non-retrospective opt-out in the console. The service is unavailable in the EU, EEA, UK, and Switzerland pending GDPR work, and the terms set Japanese law with exclusive Tokyo District Court jurisdiction for users in Japan and California law with AAA arbitration seated in Los Angeles for everyone else. A separately incorporated Usage Policy, effective 21 July 2026, is incorporated by reference and restricts surveillance, CBRNE, cyberattack, election-interference, and unapproved security-evaluation uses.",
      "license_evidence": [
        {
          "kind": "web_terms",
          "license_id": "LicenseRef-Sakana-API-ToS",
          "scope": "API access to Sakana Namazu v1.0, including the prohibition on reverse engineering and on training or distilling another model from the service, the content licence the user grants, the default training use of content and its opt-out, the regional exclusions, and the governing-law and dispute-resolution terms",
          "url": "https://console.sakana.ai/terms-of-service",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web_terms",
          "license_id": "LicenseRef-Sakana-API-ToS",
          "scope": "The Usage Policy incorporated into the Terms of Service, restricting surveillance, biometric and profiling uses, CBRN and weapons, illegal activity, cyberattack, self-harm, non-consensual sexual content, minors, election interference, and experimental security evaluation without the Company's written approval",
          "url": "https://console.sakana.ai/usage-policy",
          "verified_at": "2026-09-28"
        }
      ],
      "access_boundary": "This record represents the `sakana-namazu-v1.0` release, the fixed model ID Sakana AI's console documents as the current version of its Japanese-specialized line, launched with the API announcement of 3 August 2026. The `sakana-namazu` alias, which the console states points to the latest version and currently resolves to v1.0, is a moving name rather than a second release. The Fugu, Fugu Ultra, Fugu Max, and Fugu Cyber models are separate multi-agent orchestration releases that Sakana explicitly contrasts with this one, the March 2026 Namazu alpha prototypes built on DeepSeek-V3.1-Terminus, Llama 3.1, and gpt-oss-120B are a superseded lineage, the underlying Kimi K2.6 weights are Moonshot AI's release and not Sakana AI's, and the LEAP-style on-premises customization stack Sakana sells is a separate product boundary.",
      "strengths": [
        "Sakana AI documents a versioned model ID, the alias that moves to it, a 256K context window, image input by URL or base64, document input to 4 MB, and structured output with text, json_object, and json_schema",
        "The release is a single in-house model rather than an orchestration layer, which Sakana's own console states directly when it contrasts Namazu with Fugu",
        "Governing terms, a separate usage policy, and a published per-token price page are all first-party and dated, and the API is documented across Chat Completions, Responses, and Anthropic Messages styles with built-in web search and code execution"
      ],
      "tradeoffs": [
        "No weights are published and the terms prohibit reverse engineering and any training or distillation from the service, so the post-training cannot be inspected or reproduced",
        "Content is used for model training by default and the opt-out is not retroactive, while the user grants the Company a perpetual, irrevocable, sublicensable licence to its content",
        "The service is not available in the EU, EEA, UK, or Switzerland while Sakana works toward GDPR compliance, and the model ID is versioned without a published deprecation or retirement policy for the line"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 6,
        "artifact_availability": 1,
        "deployment_portability": 1,
        "serving_reach": 7,
        "lifecycle_transparency": 6,
        "documentation_provenance": 7,
        "overall": 4.38
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official console model page: the sakana-namazu-v1.0 model ID, the moving alias, the 256K context window, image and file input, structured output, and the contrast with Fugu",
          "url": "https://console.sakana.ai/models?model=sakana-namazu",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Namazu product page: a Japanese-specialized LLM built on the open Kimi K2.6 and tuned with Sakana AI's in-house data, with the EU, EEA, UK, and Switzerland exclusion",
          "url": "https://sakana.ai/namazu/",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Sakana AI API Platform Terms of Service, effective 28 September 2026, naming Sakana AI Co., Ltd. and governing the API including Sakana Namazu",
          "url": "https://console.sakana.ai/terms-of-service",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official Usage Policy incorporated into the terms, effective 21 July 2026",
          "url": "https://console.sakana.ai/usage-policy",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official get-started page: the api.sakana.ai endpoint, the OpenAI SDK base URL, and the Chat Completions, Responses, and Anthropic Messages request styles with built-in web search and code execution",
          "url": "https://console.sakana.ai/get-started",
          "verified_at": "2026-09-28"
        },
        {
          "kind": "web",
          "label": "Official pricing page: Sakana Namazu billed pay-as-you-go outside the subscription plans",
          "url": "https://console.sakana.ai/pricing",
          "verified_at": "2026-09-28"
        }
      ],
      "metadata_verified_at": "2026-09-28",
      "verified_at": "2026-09-28"
    },
    {
      "id": "model-internlm-internlm3-8b-instruct",
      "source_id": null,
      "name": "InternLM3 8B Instruct",
      "developer": "Shanghai AI Laboratory",
      "url": "https://huggingface.co/internlm/internlm3-8b-instruct",
      "description": "The Shanghai AI Laboratory's January 2025 InternLM3 instruction release at 8B parameters with deep-thinking and normal modes, 32K context, and tool support, published under Apache 2.0 with weights on the lab's Hugging Face organization. No developer API serves this checkpoint. Reviewed by automation under ADR 055 with human spot-checks; verify against the cited evidence.",
      "model_type": "language_model",
      "distribution_modes": [
        "downloadable_weights"
      ],
      "source_metadata": {
        "name": "InternLM3 8B Instruct",
        "description": "8B instruction model for general-purpose use and advanced reasoning, trained on 4 trillion tokens with deep-thinking and normal response modes",
        "family": "internlm",
        "release_date": "2025-01-15",
        "last_updated": "2025-01-15",
        "knowledge_cutoff": null,
        "modalities": {
          "input": [
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          ],
          "output": [
            "text"
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        },
        "capabilities": {
          "attachment": null,
          "reasoning": true,
          "tool_call": true,
          "structured_output": null,
          "temperature": true
        },
        "limits": {
          "context": 32768,
          "input": null,
          "output": null
        },
        "reported_open_weights": true,
        "reported_license": "Apache-2.0",
        "links": [],
        "weights": [
          {
            "label": "Hugging Face",
            "url": "https://huggingface.co/internlm/internlm3-8b-instruct"
          }
        ]
      },
      "licenses": [
        "Apache-2.0"
      ],
      "source_model": "open_source",
      "license_review_status": "verified",
      "license_note": "The internlm/internlm3-8b-instruct model card declares license apache-2.0 and states that code and model weights are licensed under Apache-2.0, and the repository carries an Apache License, Version 2.0 LICENSE.txt file. No separate model-use terms were found on the pages read.",
      "license_evidence": [
        {
          "license_id": "Apache-2.0",
          "scope": "InternLM3-8B-Instruct code and weights published in the lab's Hugging Face repository",
          "kind": "web_terms",
          "url": "https://huggingface.co/internlm/internlm3-8b-instruct/blob/28c99415adaf61767bd1c619f4f99f308fdfd223/LICENSE.txt",
          "verified_at": "2026-10-13"
        }
      ],
      "access_boundary": "This record represents the InternLM3-8B-Instruct checkpoint of the InternLM line. The base model, the InternLM2 and 2.5 generations, the newer Intern-S and Atria releases, and the LMDeploy serving toolkit are separate boundaries.",
      "strengths": [
        "Apache 2.0 grant stated in the model card and carried in a LICENSE.txt file inside the weight repository",
        "Deep-thinking and normal response modes with tool support in an 8B checkpoint that runs on a single accelerator"
      ],
      "tradeoffs": [
        "No developer API or managed host serves this checkpoint, so running it is entirely self-operated",
        "The card's limitations section warns the model may produce biased or harmful content and disclaims responsibility for its dissemination"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 9,
        "artifact_availability": 8,
        "deployment_portability": 9,
        "serving_reach": 2,
        "lifecycle_transparency": 6,
        "documentation_provenance": 8,
        "overall": 7.34
      },
      "evidence": [
        {
          "kind": "web",
          "label": "InternLM InternLM3 weight repository: apache-2.0 licence, 8B instruct checkpoint",
          "url": "https://huggingface.co/internlm/internlm3-8b-instruct",
          "verified_at": "2026-10-13"
        },
        {
          "kind": "web",
          "label": "InternLM project repository: official InternLM series release with Apache-2.0 licence",
          "url": "https://github.com/InternLM/InternLM",
          "verified_at": "2026-10-13"
        }
      ],
      "flags": [
        {
          "kind": "maker_risk_safeguards",
          "status": "no_statement_found",
          "url": "https://huggingface.co/internlm/internlm3-8b-instruct",
          "verified_at": "2026-10-13",
          "research_confidence": "high"
        }
      ],
      "metadata_verified_at": "2026-10-13",
      "verified_at": "2026-10-13"
    },
    {
      "id": "model-xai-grok-4-20-multi-agent",
      "source_id": null,
      "name": "Grok 4.20 Multi-Agent",
      "developer": "SpaceXAI (xAI)",
      "url": "https://docs.x.ai/developers/models/grok-4.20-multi-agent",
      "description": "xAI's Grok 4.20 Multi-Agent, a beta text-and-image-input model with a 1,000,000-token context that runs 4 or 16 collaborating agents on research tasks, served through the Grok API under the dated name grok-4.20-multi-agent-0309.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
        "developer_api"
      ],
      "source_metadata": {
        "name": "Grok 4.20 Multi-Agent",
        "description": "Multiple agents collaborate in parallel to perform deep research tasks",
        "family": "grok",
        "release_date": "2026-03-10",
        "last_updated": null,
        "knowledge_cutoff": null,
        "modalities": {
          "input": [
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            "image"
          ],
          "output": [
            "text"
          ]
        },
        "capabilities": {
          "attachment": null,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": null
        },
        "limits": {
          "context": 1000000,
          "input": null,
          "output": null
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-xAI-Enterprise-Terms",
        "LicenseRef-xAI-AUP"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Grok 4.20 Multi-Agent is served, not distributed, under the xAI enterprise terms and acceptable use policy that already govern the reviewed Grok records. The policy forbids using the service or its output to develop competing machine learning models and forbids distilling model data or outputs. No weights are released.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-xAI-Enterprise-Terms",
          "scope": "Business access to Grok 4.20 Multi-Agent through the SpaceXAI API and related services",
          "kind": "web_terms",
          "url": "https://x.ai/legal/terms-of-service-enterprise",
          "verified_at": "2026-10-06"
        },
        {
          "license_id": "LicenseRef-xAI-AUP",
          "scope": "Acceptable-use, anti-distillation, and competing-model restrictions incorporated into xAI service access",
          "kind": "web_terms",
          "url": "https://x.ai/legal/acceptable-use-policy",
          "verified_at": "2026-10-06"
        }
      ],
      "access_boundary": "This record represents Grok 4.20 Multi-Agent under the dated API model name grok-4.20-multi-agent-0309, with the grok-4.20-multi-agent name as its alias, as announced with Grok 4.20 on March 10, 2026. The reviewed Grok 4.20 reasoning and non-reasoning snapshots, later Grok releases, and the multi-agent beta feature as a product surface are separate boundaries.",
      "strengths": [
        "A dedicated model page names the dated model name, its aliases, the context window, regions, and rate limits",
        "A separate capability guide documents the 4-agent and 16-agent configurations and which output is returned"
      ],
      "tradeoffs": [
        "The model page and capability guide both carry a beta label, and the page lists several beta and experimental aliases",
        "Closed weights served only through the xAI API under terms that bar competing-model development and distillation"
      ],
      "score_profile": "model_access",
      "score": {
        "license_clarity": 4,
        "artifact_availability": 1,
        "deployment_portability": 2,
        "serving_reach": 6,
        "lifecycle_transparency": 4,
        "documentation_provenance": 6,
        "overall": 3.62
      },
      "evidence": [
        {
          "kind": "web",
          "label": "Official model page for grok-4.20-multi-agent-0309 with its aliases",
          "url": "https://docs.x.ai/developers/models/grok-4.20-multi-agent",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "Multi-agent capability guide documenting the agent counts and beta status",
          "url": "https://docs.x.ai/developers/model-capabilities/text/multi-agent",
          "verified_at": "2026-10-06"
        },
        {
          "kind": "web",
          "label": "xAI release notes announcing Grok 4.20 and Grok 4.20 Multi-agent on March 10",
          "url": "https://docs.x.ai/developers/release-notes",
          "verified_at": "2026-10-06"
        }
      ],
      "metadata_verified_at": "2026-10-06",
      "verified_at": "2026-10-06"
    },
    {
      "id": "model-xai-grok-4-7",
      "source_id": "xai/grok-4.7",
      "name": "Grok 4.7",
      "developer": "SpaceXAI (xAI)",
      "url": "https://docs.x.ai/developers/models/grok-4.7",
      "description": "xAI's Grok 4.7, released September 21, 2026, a text-and-image model with 500K context and configurable reasoning effort, served through the Grok API, Grok Build, and several independent hosts.",
      "model_type": "multimodal_language_model",
      "distribution_modes": [
        "developer_api",
        "third_party_hosting"
      ],
      "source_metadata": {
        "name": "Grok 4.7",
        "description": "xAI's frontier model for long-running agents, coding, knowledge work, and visual projects",
        "family": "grok",
        "release_date": "2026-09-21",
        "last_updated": "2026-09-21",
        "knowledge_cutoff": "2026-05",
        "modalities": {
          "input": [
            "text",
            "image",
            "pdf"
          ],
          "output": [
            "text"
          ]
        },
        "capabilities": {
          "attachment": true,
          "reasoning": true,
          "tool_call": true,
          "structured_output": true,
          "temperature": true
        },
        "limits": {
          "context": 500000,
          "input": null,
          "output": 500000
        },
        "reported_open_weights": false,
        "reported_license": null,
        "links": [],
        "weights": []
      },
      "licenses": [
        "LicenseRef-xAI-Enterprise-Terms",
        "LicenseRef-xAI-AUP"
      ],
      "source_model": "proprietary",
      "license_review_status": "verified",
      "license_note": "Grok 4.7 is served, not distributed, under the xAI enterprise terms and acceptable use policy that already govern the reviewed Grok 4.6 record. No weights are released.",
      "license_evidence": [
        {
          "license_id": "LicenseRef-xAI-Enterprise-Terms",
          "scope": "Business access to Grok 4.7 through the xAI API and related xAI services",
          "kind": "web_terms",
          "url": "https://x.ai/legal/terms-of-service-enterprise",
          "verified_at": "2026-09-22"
        },
        {
          "license_id": "LicenseRef-xAI-AUP",
          "scope": "Acceptable-use, anti-distillation, and competing-model restrictions incorporated into xAI service access",
          "kind": "web_terms",
          "url": "https://x.ai/legal/acceptable-use-policy",
          "verified_at": "2026-09-22"
        }
      ],
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      "score_profile": "model_access",
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    {
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        "reported_license": "other",
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