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Primary source ↗ · vendor-docs · Claims: anthropic-claude-fable-5: identity · anthropic-claude-fable-5: pricing · anthropic-claude-fable-5: availability · anthropic-claude-fable-5: specifications · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

• Cached input is the cache-hit/refresh rate; cache writes cost more. US-only inference is 1.1×.

Primary source ↗ · vendor-docs · Claims: anthropic-claude-fable-5: weightAccess · Retrieved 2026-09-08T05:17:40.677485Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: Unknown

• The June 9, 2026 system card describes Claude Fable 5 as a general-access configuration with safeguards. General access and discussion of model-weight theft do not establish public weight-download availability.
• Review outcome: unknown. No explicit model-specific weight-availability statement was established in the reviewed source; this is not evidence of non-downloadability. No download URL or weight license is asserted.

Primary source ↗ · vendor-docs · Claims: anthropic-claude-fable-5: identity · Retrieved 2026-10-10T22:55:47Z · Effective: Unknown · Checked: 2026-10-10T22:55:47Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

• Official model page, Markdown rendition SHA-256 f5a6e9d40d3e43d78f9f1614bf4eeb32ca98d8178cd2bcb865ec1021b7b6c026. "Model IDs" table row: | Claude API | `claude-fable-5` |
• Copied on 2026-10-10 for #449 (table-row whitespace collapsed) and checked in code review; no separate review timestamp is recorded. Identity only: no pricing, availability, context or capability assertion.

Primary source ↗ · vendor-docs · Claims: anthropic-claude-fable-5: pricing · anthropic-claude-haiku-4-5: pricing · anthropic-claude-opus-5: pricing · anthropic-claude-sonnet-5: pricing · anthropic-claude-opus-5-5: pricing · anthropic-claude-fable-5-1: pricing · anthropic-claude-sonnet-5-5: pricing · anthropic-claude-haiku-5-5: pricing · Retrieved 2026-10-16T04:35:04.708Z · Effective: Unknown · Checked: 2026-10-16T04:35:04.708Z · Reviewed: Unknown · Review after: 2026-10-26T04:35:04.708Z · Freshness: fresh · Confidence: A

• Raw SHA-256: d0dc6009ff1bae0023eec432d7c21d4a3b71a71e542ac350dbfd13dc85a8b862; collector anthropic-markdown-2.
• Pricing observation only. Display-name mapping is not official API identity evidence; official IDs carry their own model-page identity records (#449). No new access, availability, weight, retirement or model metadata assertion.
• This page provides detailed pricing information for Anthropic's models and features. All prices are in USD. For the most current pricing information, visit claude.com/pricing.
• The following table shows pricing for all Claude models: 1 Cache hits and refreshes on Claude Fable 5.1 and Claude Mythos 5.1 are priced at 0.025x the base input price. 2 Cache hits and refreshes on Claude Opus 5.5 and Claude Sonnet 5.5 are priced at 0.05x the base input price. All other models use the standard 0.1x multiplier. 3 The $2/$10 per million input/output token pricing for Claude Sonnet 5, announced at launch as introductory pricing through August 31, 2026, is now the standard price. The previously scheduled increase to $3/$15 per million input/output tokens on September 1, 2026 will not occur. MTok: Million tokens. $5 / MTok is $5 for every million tokens. 5m cache writes: Writing a prompt prefix to the 5-minute prompt cache. 1h cache writes: Writing a prompt prefix to the 1-hour prompt cache. Cache hits and refreshes: Reading a prompt prefix from the prompt cache, which also refreshes it. Limited access: Available only to organizations verified through Anthropic’s verification programs, such as the Cyber Verification Program. To request access, apply to the program that covers your use case. Retired: May still be available on other cloud platforms. See Model deprecations for more. Claude 4.7 and later models and Claude Mythos Preview use a newer tokenizer that contributes to their improved performance on a wide range of tasks. This tokenizer produces approximately 30% more tokens for the same text. The exact increase depends on the content and workload shape. Claude Sonnet 4.6 and earlier models use the previous tokenizer.
• Prompt caching reduces costs and latency by reusing previously processed portions of your prompt across API calls. Instead of reprocessing the same large system prompt, document, or conversation history on every request, the API reads from cache at a fraction of the standard input price. There are two ways to enable prompt caching: Automatic caching: Add a single cache_control field at the top level of your request. The system automatically manages cache breakpoints as conversations grow. This is the recommended starting point for most use cases. Explicit cache breakpoints: Place cache_control directly on individual content blocks for fine-grained control over exactly what gets cached. Prompt caching uses the following pricing multipliers relative to base input token rates: Cache operation Multiplier Duration 5-minute cache write 1.25x base input price Cache valid for 5 minutes 1-hour cache write 2x base input price Cache valid for 1 hour Cache read (hit) 0.1x base input price (0.025x on Claude Fable 5.1 and Claude Mythos 5.1; 0.05x on Claude Opus 5.5 and Claude Sonnet 5.5) Same duration as the preceding write Cache write tokens are charged when content is first stored. Cache read tokens are charged when a subsequent request retrieves the cached content. A cache hit costs 10% of the standard input price, which means caching pays off after one cache read for the 5-minute duration (1.25x write), or after two cache reads for the 1-hour duration (2x write). On Claude Fable 5.1 and Claude Mythos 5.1, a cache hit costs 2.5% of the standard input price ($0.25 USD per million tokens). On Claude Opus 5.5 and Claude Sonnet 5.5, a cache hit costs 5% of the standard input price ($0.20 USD per million tokens on Claude Opus 5.5, $0.10 USD on Claude Sonnet 5.5). These multipliers stack with other pricing modifiers, including the Batch API discount and data residency. For implementation details, supported models, and code examples, see Prompt caching.
• For Claude 4.6 and later models, specifying US-only inference through the inference_geo parameter incurs a 1.1x multiplier on all token pricing categories, including input tokens, output tokens, cache writes, and cache reads. On Claude Haiku 5.5, the multiplier also applies to the higher prices for prompts over 100,000 tokens (see Long context pricing). Global routing (the default) uses standard pricing. This applies to the Claude API (first-party) and Claude Platform on AWS. On Claude in Microsoft Foundry, the same 1.1x multiplier applies to deployments that use the US Data Zone Standard deployment type (see Inference geography). Partner-operated platforms (Bedrock and Google Cloud) have independent regional pricing. See Bedrock and Google Cloud for details. Earlier models do not support the inference_geo parameter and always use standard pricing; requests that include the parameter on these models return a 400 error. For more information, see Data residency.
• Claude 4.6 and later models (except Claude Haiku 5.5) and Claude Mythos Preview include the full 1M token context window at standard pricing. (A 900k-token request is billed at the same per-token rate as a 9k-token request.) Prompt caching and batch processing discounts apply at standard rates across the full context window. Claude Haiku 5.5 is priced by prompt length: a request whose prompt is over 100,000 tokens pays higher prices. A request's prompt length counts all of its input tokens, including cache reads and cache writes. Each request is priced on its own: a request over the threshold pays the higher prices even when part of its prompt is a cache hit, and earlier requests keep the prices they were billed at. Model pricing and Batch processing list both sets of prices.

Primary source ↗ · vendor-docs · Claims: anthropic-claude-fable-5: specifications · Retrieved 2026-10-14T01:44:45Z · Effective: Unknown · Checked: 2026-10-14T01:44:45Z · Reviewed: 2026-10-17T22:41:12Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official Anthropic model overview page for claude-fable-5, raw SHA-256 f5a6e9d40d3e43d78f9f1614bf4eeb32ca98d8178cd2bcb865ec1021b7b6c026: "Context window: 1M tokens".
• Visible shorthand recorded as stated (#504); not converted to an exact token count.
• Specifications only: no pricing, availability, capability or release-date assertion.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: identity · deepseek-r1: specifications · deepseek-r1: weightAccess · deepseek-r1: download · deepseek-r1: weightLicense · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Full reasoning model, not a distilled checkpoint; 37B parameters are activated per token but all 671B weights must be stored.
• The 2026-09-25 "held" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 7 metadata:deepseek-r1:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: deepseek-v3: identity · deepseek-v3: specifications · deepseek-v3: weightAccess · deepseek-v3: download · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Mixture-of-experts model with 37B parameters activated per token; local weight memory reflects 671B total parameters.
• The 2026-09-25 "held" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 3 metadata:deepseek-v3:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: identity · deepseek-r1: specifications · Retrieved 2026-09-27T00:03:38.552Z · Effective: Unknown · Checked: 2026-09-27T00:03:38.552Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Card specifies671B total and37B active model parameters; API tensor total684,489,845,504 has a different scope. Memory estimates retain total, not active, model parameters.
• Card advertises128K context while config specifies163,840 positions. Exact supported token count remains unknown. Named distilled derivatives and their base-model/license exceptions are separate checkpoints; no lineage is inferred for this exact R1 from their table.
• Metadata documents were read; weight binaries were not downloaded. Prior weight-access/download observations retain their original dates.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 d26d26ddb518fee60c6c6bf7a708bd751b1619d93a4944f188143693d956c77f; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-readme-md/2026-09-27/complete.json.gz; manifest SHA256 9c64fafbfe74d6daed827efaa0f4cae55026bb5b8f3761fb4dd2866cf3482cc1.

Raw API evidence ↗ · vendor-api · Claims: deepseek-r1: gating · Retrieved 2026-09-27T00:03:32.726Z · Effective: Unknown · Checked: 2026-09-27T00:03:32.726Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Repository gating: false; listed weight files: true. An inventory and authenticated metadata read do not verify weight download availability.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 1bd51a07bca0d0706545c7bbaa21167e1cd5dc1713d84fb4793b00c8f8fcc101; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-info/2026-09-27/complete.json.gz; manifest SHA256 db09a10a0492ea318429b6bcce310f151478d50fff55eb7456ec5c0a1006c9e6.

Primary source ↗ · vendor-docs · Claims: deepseek-r1: configuration · Retrieved 2026-09-27T00:03:44.318Z · Effective: Unknown · Checked: 2026-09-27T00:03:44.318Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Configuration is supporting evidence, not an automatic claim of advertised context or modality. Resolve differences using the explicit publication review.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 79ddea672a62e95d3f0be27be434375538e1988975971cffcf87c96c1de84a65; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-config-json/2026-09-27/complete.json.gz; manifest SHA256 513d8f434a9a464410ff3796d8d3725bae4a7c79efac637bc789d61e55f3bd64.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: weightLicense · Retrieved 2026-09-27T00:03:38.552Z · Effective: Unknown · Checked: 2026-09-27T00:03:38.552Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Exact R1 card explicitly licenses both code and weights under MIT; retain copyright/license notice. Distilled derivatives have separate exceptions and are not this checkpoint.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 d26d26ddb518fee60c6c6bf7a708bd751b1619d93a4944f188143693d956c77f; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-readme-md/2026-09-27/complete.json.gz; manifest SHA256 9c64fafbfe74d6daed827efaa0f4cae55026bb5b8f3761fb4dd2866cf3482cc1.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: weightLicense · Retrieved 2026-09-27T00:03:50.109Z · Effective: Unknown · Checked: 2026-09-27T00:03:50.109Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Exact R1 card explicitly licenses both code and weights under MIT; retain copyright/license notice. Distilled derivatives have separate exceptions and are not this checkpoint.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 1c8f573e830ca9b3ebfeb7ace1823146e22b66f99ee223840e7637c9e745e1c7; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-license/2026-09-27/complete.json.gz; manifest SHA256 f9459f6fcb94c0ff78e42e7ef950ebf63df65e62fa523a9fd138ceca46c40e7b.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: codeLicense · Retrieved 2026-09-27T00:03:38.552Z · Effective: Unknown · Checked: 2026-09-27T00:03:38.552Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Exact R1 card explicitly applies MIT to code and weights; preserve copyright/license notice.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 d26d26ddb518fee60c6c6bf7a708bd751b1619d93a4944f188143693d956c77f; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-readme-md/2026-09-27/complete.json.gz; manifest SHA256 9c64fafbfe74d6daed827efaa0f4cae55026bb5b8f3761fb4dd2866cf3482cc1.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: codeLicense · Retrieved 2026-09-27T00:03:50.109Z · Effective: Unknown · Checked: 2026-09-27T00:03:50.109Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Exact R1 card explicitly applies MIT to code and weights; preserve copyright/license notice.
• Revision 56d4cbbb4d29f4355bab4b9a39ccb717a14ad5ad; SHA256 1c8f573e830ca9b3ebfeb7ace1823146e22b66f99ee223840e7637c9e745e1c7; private manifest ai/v1/.model-metadata-development/36281114084/hf-deepseek-r1-license/2026-09-27/complete.json.gz; manifest SHA256 f9459f6fcb94c0ff78e42e7ef950ebf63df65e62fa523a9fd138ceca46c40e7b.

Raw API evidence ↗ · vendor-api · Claims: deepinfra-deepseek-v4-1-flash: specifications · Retrieved 2026-10-18T04:35:52.572Z · Effective: Unknown · Checked: 2026-10-18T04:35:52.572Z · Reviewed: 2026-10-19T02:40:42Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official DeepInfra models API (https://api.deepinfra.com/models/list, the 2026-10-18 daily archive, raw SHA-256 7af796b4d81c0cdb87a6b7a49db6252bc57b2bfa991d6c1e92968b553ed6ec82): the entry "model_name":"deepseek-ai/DeepSeek-V4.1-Flash" has "max_tokens":1048576. DeepInfra's OpenAPI (https://api.deepinfra.com/openapi.json, raw SHA-256 3afd821882d88e460fd24c267a5f017a1421e90462ece904e8463320d4286c06, fetched 2026-10-14T01:51:46Z) defines this field of ModelOut, the /models/list item, as "The maximum context size of this model, if applicable". This is DeepInfra's stated maximum context size for this listing; the model's developer and other hosts may state different limits. The model page was not re-read for this record (#628).
• Specifications only: no pricing, availability, capability or release-date assertion.

Raw API evidence ↗ · vendor-api · Claims: deepinfra-deepseek-v4-pro-0813: pricing · deepinfra-deepseek-v4-pro-0813: availability · deepinfra-deepseek-v4-flash-0731: pricing · deepinfra-deepseek-v4-flash-0731: availability · deepinfra-kimi-k3: pricing · deepinfra-kimi-k3: availability · deepinfra-kimi-k2-6: pricing · deepinfra-kimi-k2-6: availability · deepinfra-minimax-m3: pricing · deepinfra-minimax-m3: availability · deepinfra-gpt-oss-120b: pricing · deepinfra-gpt-oss-120b: availability · deepinfra-mimo-v2-6-pro: pricing · deepinfra-mimo-v2-6-pro: availability · deepinfra-mimo-v2-6-flash: pricing · deepinfra-mimo-v2-6-flash: availability · deepinfra-llama-3-3-70b-instruct-turbo: pricing · deepinfra-llama-3-3-70b-instruct-turbo: availability · deepinfra-nemotron-3-ultra-550b-a55b: pricing · deepinfra-nemotron-3-ultra-550b-a55b: availability · deepinfra-nemotron-3-5-lightning: pricing · deepinfra-nemotron-3-5-lightning: availability · deepinfra-qwen3-6-35b-a3b: pricing · deepinfra-qwen3-6-35b-a3b: availability · deepinfra-ling-3-0-flash: pricing · deepinfra-ling-3-0-flash: availability · deepinfra-glm-5-2: pricing · deepinfra-glm-5-2: availability · deepinfra-glm-5-3: pricing · deepinfra-glm-5-3: availability · deepinfra-glm-5-3-flash: pricing · deepinfra-glm-5-3-flash: availability · deepinfra-deepseek-v4-1-flash: pricing · deepinfra-deepseek-v4-1-flash: availability · Retrieved 2026-10-18T04:35:52.572Z · Effective: Unknown · Checked: 2026-10-18T04:35:52.572Z · Reviewed: Unknown · Review after: 2026-10-28T04:35:52.572Z · Freshness: fresh · Confidence: B

• Raw SHA-256: 7af796b4d81c0cdb87a6b7a49db6252bc57b2bfa991d6c1e92968b553ed6ec82; collector deepinfra-models-json-1.
• Hosted listing and pricing observation only: the reviewed text-generation models from the full inventory; no checkpoint, developer, license, context-window, modality or release-date assertions. Like the other hosted providers (OpenRouter, Novita, PPIO, Fireworks AI), offers are not linked to checkpoints.
• DeepInfra's OpenAPI spec lists this endpoint; cents_per_input_token and cents_per_output_token have titles only and name their own unit (cents per token); the rate_per_* (cache, priority, flex) fields have titles only and no stated unit, so they are not published. Availability rests on DeepInfra's own API listing the model with no deprecation or successor, as for Fireworks AI.

Primary source ↗ · vendor-docs · Claims: deepseek-api-flash: pricing · deepseek-api-flash: availability · deepseek-api-v4-pro: pricing · deepseek-api-v4-pro: availability · Retrieved 2026-09-27T05:50:28.262Z · Effective: Unknown · Checked: 2026-09-27T05:50:28.262Z · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

• Raw SHA-256: 210f102275ccf1a6542f08a3bc9e4b4c7c83278cb74b35217bffa112df6363b2; collector deepseek-usd-1.
• Pricing and listing observation only; no checkpoint, license, context-window or release-date assertions. The API model versions are not linked to downloadable checkpoints.

Primary source ↗ · vendor-docs · Claims: deepseek-api-flash: pricing · deepseek-api-v4-pro: pricing · Retrieved 2026-09-30T04:38:31.976Z · Effective: Unknown · Checked: 2026-10-15T04:35:16.478Z · Reviewed: Unknown · Review after: 2026-10-25T04:35:16.478Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 210f102275ccf1a6542f08a3bc9e4b4c7c83278cb74b35217bffa112df6363b2; collector deepseek-usd-1.
• Pricing and listing observation only; no checkpoint, license, context-window or release-date assertions. The API model versions are not linked to downloadable checkpoints.

Primary source ↗ · vendor-docs · Claims: deepseek-api-flash: specifications · Retrieved 2026-10-14T01:45:16Z · Effective: Unknown · Checked: 2026-10-14T01:45:16Z · Reviewed: 2026-10-17T22:41:12Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official DeepSeek pricing page, model table: the "CONTEXT LENGTH" cell spans both model columns (`deepseek-flash`, version DeepSeek-V4.1-Flash; `deepseek-v4-pro`, version DeepSeek-V4-Pro-0813), so it applies to deepseek-flash, raw SHA-256 210f102275ccf1a6542f08a3bc9e4b4c7c83278cb74b35217bffa112df6363b2: "CONTEXT LENGTH 1M".
• Visible shorthand recorded as stated (#504); not converted to an exact token count.
• Specifications only: no pricing, availability, capability or release-date assertion.

Primary source ↗ · vendor-docs · Claims: fireworks-ember-1: pricing · fireworks-ember-1: availability · fireworks-kimi-k3: pricing · fireworks-kimi-k3: availability · fireworks-kimi-k3-us: pricing · fireworks-kimi-k3-us: availability · fireworks-deepseek-v4-1-flash: pricing · fireworks-deepseek-v4-1-flash: availability · fireworks-deepseek-v4-1-flash-us: pricing · fireworks-deepseek-v4-1-flash-us: availability · fireworks-glm-5-3-flash: pricing · fireworks-glm-5-3-flash: availability · fireworks-glm-5-3-flash-us: pricing · fireworks-glm-5-3-flash-us: availability · fireworks-glm-5-3: pricing · fireworks-glm-5-3: availability · fireworks-glm-5-3-us: pricing · fireworks-glm-5-3-us: availability · fireworks-qwen-3-8-max: pricing · fireworks-qwen-3-8-max: availability · fireworks-minimax-m3: pricing · fireworks-minimax-m3: availability · fireworks-gpt-oss-120b: pricing · fireworks-gpt-oss-120b: availability · fireworks-nemotron-3-5-lightning-30b-a3b: pricing · fireworks-nemotron-3-5-lightning-30b-a3b: availability · fireworks-nemotron-3-ultra-preview: pricing · fireworks-nemotron-3-ultra-preview: availability · Retrieved 2026-10-09T20:15:25.930Z · Effective: Unknown · Checked: 2026-10-09T20:15:25.930Z · Reviewed: Unknown · Review after: 2026-10-19T20:15:25.930Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 51f7f677cc9913ee569fb563c517530a65380534ec6a558d7cb92ef2a2166179; collector fireworks-markdown-1.
• Hosted serverless pricing and listing observation only; no checkpoint, developer, license, context-window, modality or release-date assertions. Like the other hosted providers (OpenRouter, Novita, PPIO), offers are not linked to checkpoints. Availability rests on this official Fireworks pricing page listing the row, as for the direct providers (xAI, Mistral AI).
• The pricing page names models and links their Fireworks model pages but states no API model IDs, so offers record none. No account or regional eligibility claim.

Primary source ↗ · vendor-docs · Claims: fireworks-deepseek-v4-1-flash: specifications · Retrieved 2026-10-14T01:50:41Z · Effective: Unknown · Checked: 2026-10-14T01:50:41Z · Reviewed: 2026-10-17T19:45:45Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official Fireworks AI model page for DeepSeek V4.1 Flash, "Context Length" row, raw SHA-256 5d4a606d81c58b35374efc0eb96af7c83a4b85e4ab0d0554658131d4fe564874: "Context Length 1M tokens".
• Visible shorthand recorded as stated (#504); not converted to an exact token count.
• Specifications only: no pricing, availability, capability or release-date assertion.

Primary source ↗ · vendor-docs · Claims: google-gemini-2-5-flash-lite-text: identity · google-gemini-2-5-flash-lite-text: pricing · google-gemini-2-5-flash-lite-text: availability · google-gemini-2-5-flash-lite-text: specifications · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: A

• Text, image, and video input rate; audio input costs more.

Primary source ↗ · vendor-docs · Claims: google-gemini-2-5-flash-lite-text: weightAccess · Retrieved 2026-09-08T05:17:15.238569Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: unknown · Confidence: Unknown

• The official model card identifies Gemini 2.5 Flash-Lite and describes its capabilities and safety evaluations; this review did not establish explicit weight-release or non-downloadability evidence.
• Review outcome: unknown. No explicit model-specific weight-availability statement was established in the reviewed source; this is not evidence of non-downloadability. No download URL or weight license is asserted.
• This review applies to the named model, not a separate checkpoint inferred from the pricing record's prompt-length or input-modality tier. It does not refresh pricing or resolve unverified snapshot identity.

Primary source ↗ · vendor-docs · Claims: google-gemini-2-5-flash-lite-text: specifications · Retrieved 2026-10-14T01:57:39Z · Effective: Unknown · Checked: 2026-10-14T01:57:39Z · Reviewed: 2026-10-14T02:08:32Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official Gemini API model page for model code gemini-2.5-flash-lite, raw SHA-256 a13acf353902f0766c6c982b0774192d37e1c875ac2264bd054e238faaced5ae: "Input token limit 1,048,576 Output token limit 65,536". Google states separate input and output limits and no single combined figure; the input token limit is recorded as the context window. Google's token guide (Markdown export https://ai.google.dev/gemini-api/docs/tokens.md.txt, raw SHA-256 181525def2d03c3b2bfc035f0102a9a53c8dcc7fd9d449102b2258f366698b2e, fetched 2026-10-14T01:56:34Z) says "The context window defines the combined limit of input and output tokens."
• Specifications only: no pricing, availability, capability or release-date assertion.

Primary source ↗ · vendor-docs · Claims: google-gemini-2-5-flash-lite-text: pricing · google-gemini-2-5-pro-short: pricing · google-gemini-3-1-pro-preview-short: pricing · google-gemini-3-5-flash-lite: pricing · google-gemini-3-8-flash: pricing · Retrieved 2026-10-19T04:38:50.035Z · Effective: Unknown · Checked: 2026-10-19T04:38:50.035Z · Reviewed: Unknown · Review after: 2026-10-29T04:38:50.035Z · Freshness: fresh · Confidence: A

• Raw SHA-256: bcd892207e57dddf21087e4def94ea0dc453bb85176f50b65647dc1585de0756; collector google-paid-standard-2.
• Pricing observation only. Prior independent identity/access/availability/context metadata unchanged; a newly onboarded offer asserts pricing only. Curated five priced offers, not the entire provider catalog.

Primary source ↗ · huggingface-model-card · Claims: google-gemma-3-1b-it: identity · google-gemma-3-1b-it: specifications · google-gemma-3-1b-it: weightAccess · google-gemma-3-1b-it: download · google-gemma-3-1b-it: weightLicense · google-gemma-3-1b-it: gating · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Text-only model with gated license acknowledgment.
• The 2026-09-25 "failed" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 4 metadata:google-gemma-3-1b-it:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: google-gemma-3-4b-it: identity · google-gemma-3-4b-it: specifications · google-gemma-3-4b-it: weightAccess · google-gemma-3-4b-it: download · google-gemma-3-4b-it: weightLicense · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Multimodal input; images are normalized to 896×896 and encoded as 256 tokens.
• The 2026-09-25 "failed" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 4 metadata:google-gemma-3-4b-it:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: google-gemma-3-1b-it: identity · google-gemma-3-1b-it: specifications · Retrieved 2026-09-27T00:01:00.458Z · Effective: Unknown · Checked: 2026-09-27T00:01:00.458Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Card identifies the 1B variant and 32K input context; exact configuration specifies 32,768 positions.
• The family card discusses images, but this exact checkpoint uses text-generation and Gemma3ForCausalLM with no vision configuration. Keep text-only capability. Base google/gemma-3-1b-pt is outside the registry.
• Metadata documents were read; weight binaries were not downloaded. Prior weight-access/download observations retain their original dates.
• Revision dcc83ea841ab6100d6b47a070329e1ba4cf78752; SHA256 60be259533fe3acba21d109a51673815a4c29aefdb7769862695086fcedbeb7a; private manifest ai/v1/.model-metadata-development/36281114084/hf-google-gemma-3-1b-it-readme-md/2026-09-27/complete.json.gz; manifest SHA256 7446ea235db2d011fc6dabae8ef7f926e3fd2c26ea53ea31a7cb4b417105ddcb.

Raw API evidence ↗ · vendor-api · Claims: google-gemma-3-1b-it: gating · Retrieved 2026-09-27T00:00:54.711Z · Effective: Unknown · Checked: 2026-09-27T00:00:54.711Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Repository gating: manual; listed weight files: true. An inventory and authenticated metadata read do not verify weight download availability.
• Revision dcc83ea841ab6100d6b47a070329e1ba4cf78752; SHA256 6e06a706c5c418a7991f38103003c450443dbc8d72abef33ebfdf864d40b9096; private manifest ai/v1/.model-metadata-development/36281114084/hf-google-gemma-3-1b-it-info/2026-09-27/complete.json.gz; manifest SHA256 c24a80bfad159081137147f12b34a4431313de394e70a3d58743e055330788d2.

Primary source ↗ · vendor-docs · Claims: google-gemma-3-1b-it: configuration · Retrieved 2026-09-27T00:01:06.226Z · Effective: Unknown · Checked: 2026-09-27T00:01:06.226Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Configuration is supporting evidence, not an automatic claim of advertised context or modality. Resolve differences using the explicit publication review.
• Revision dcc83ea841ab6100d6b47a070329e1ba4cf78752; SHA256 19cb5d28c97778271ba2b3c3df47bf76bdd6706724777a2318b3522230afe91e; private manifest ai/v1/.model-metadata-development/36281114084/hf-google-gemma-3-1b-it-config-json/2026-09-27/complete.json.gz; manifest SHA256 18f27b109c0b28e29b354959feac096abedc465350ccad4730722abfa53475e3.

Primary source ↗ · huggingface-model-card · Claims: google-gemma-3-1b-it: weightLicense · Retrieved 2026-09-27T00:01:00.458Z · Effective: Unknown · Checked: 2026-09-27T00:01:00.458Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Exact creator card declares the Gemma license and gated license acknowledgement. No separate license document is in this captured inventory; detailed restrictions and independent code-license scope are not verified here. Do not classify this as permissive Apache/MIT or unconditional commercial permission.
• Revision dcc83ea841ab6100d6b47a070329e1ba4cf78752; SHA256 60be259533fe3acba21d109a51673815a4c29aefdb7769862695086fcedbeb7a; private manifest ai/v1/.model-metadata-development/36281114084/hf-google-gemma-3-1b-it-readme-md/2026-09-27/complete.json.gz; manifest SHA256 7446ea235db2d011fc6dabae8ef7f926e3fd2c26ea53ea31a7cb4b417105ddcb.

Primary source ↗ · huggingface-model-card · Claims: kat-coder-v2-5-dev: identity · kat-coder-v2-5-dev: specifications · kat-coder-v2-5-dev: download · kat-coder-v2-5-dev: weightAccess · kat-coder-v2-5-dev: gating · developer:kwaipilot: identity · lineage:qwen3-6-35b-a3b: identity · kat-coder-v2-5-dev: lineage:post-trained-from:lineage:qwen3-6-35b-a3b · Retrieved 2026-09-27T04:40:13.000Z · Effective: Unknown · Checked: 2026-09-27T04:40:13.000Z · Reviewed: 2026-09-27T05:40:06.050Z · Review after: 2026-10-27T05:40:06.050Z · Freshness: fresh · Confidence: A

• Exact card explicitly ships language-only weights without vision components. Native context is262144; optional YaRN scaling is separate. No KAT-Pro hosted-offer join is inferred.
• The card explicitly describes post-training from Qwen3.6-35B-A3B. That parent is represented only as an external lineage reference; its other specifications and access are not inferred. Apache-2.0 YAML does not establish separate legal scopes; preserve the #92 unknown decisions. Kwaipilot/KAT branding is observed; legal-entity aliases remain unverified.
• Official checkpoint/download reference: https://huggingface.co/Kwaipilot/KAT-Coder-V2.5-Dev. No model weights downloaded; access/download availability remains unverified.
• Document revision kind repository-commit; revision 7be56fe773e72b6f5ca93c1ae45d828ddb893922; SHA256 e9b49bdc7b5f00a5a1f985143eb43148304a0a20cf0f3e4e935bd8d369897561; private manifest ai/v1/.access-evidence-development/36294950609/access-kat-coder-v2-5-dev-readme-md/2026-09-27/complete.json.gz; manifest SHA256 be03c87e7e3e7e8810d87a57543a477919c2681a5ae4c0f4faec30b57bb79d69.

Primary source ↗ · huggingface-model-card · Claims: ling-lite-1-5: identity · ling-lite-1-5: specifications · ling-lite-1-5: download · ling-lite-1-5: weightAccess · ling-lite-1-5: gating · ling-lite-1-5: codeLicense · developer:inclusionai: identity · Retrieved 2026-09-27T05:30:33.065Z · Effective: Unknown · Checked: 2026-09-27T05:30:33.065Z · Reviewed: 2026-09-27T05:40:06.050Z · Review after: 2026-10-27T05:40:06.050Z · Freshness: fresh · Confidence: A

• Creator names InclusionAI and explicitly declares MIT for the code repository, linking a separate LICENCE document not acquired here. No weight-license scope is inferred from YAML. Advertised128K remains an imprecise context note.
• Bailing appears only in an asset filename; no separate Bailing company or legal alias is created. Corporate affiliation remains unverified by these documents.
• Official checkpoint/download reference: https://huggingface.co/inclusionAI/Ling-lite-1.5. No model weights downloaded; access/download availability remains unverified.
• Document revision kind repository-commit; revision ef1ac33ce4c3dca4bc01873b2030e6a264c5ef99; SHA256 6ca74720f6f064d4946fd7682e473cdb12e24a9e224fd27e25cae975f45e2a8f; private manifest ai/v1/onboard-ling-lite-1-5-readme-md/2026-09-27/complete.json.gz; manifest SHA256 61dcbc8fac4380ed1d452f792e2ce2d99d7fc18bbff1cefdf3900cea9f9d9ca8.

Primary source ↗ · huggingface-model-card · Claims: ling-2-6-1t: identity · ling-2-6-1t: specifications · ling-2-6-1t: download · ling-2-6-1t: weightAccess · ling-2-6-1t: gating · ling-2-6-1t: codeLicense · Retrieved 2026-10-02T03:55:13.231Z · Effective: Unknown · Checked: 2026-10-02T03:55:13.231Z · Reviewed: 2026-10-07T04:12:19.000Z · Review after: 2026-11-06T04:12:19.000Z · Freshness: fresh · Confidence: A

• Creator card describes a trillion-parameter flagship but publishes no exact total or active parameter count, so both remain unknown. Context lengths appear only in example serving commands and are not recorded as a specification.
• The card states that the code repository (inclusionAI/Ling-V2) is MIT-licensed and links that LICENSE, which is not acquired here; the pinned model repository lists no LICENSE, so the weight license remains unknown (owner decision 2026-10-07). Hosted links on the card are not API price evidence.
• Official checkpoint/download reference: https://huggingface.co/inclusionAI/Ling-2.6-1T. No model weights downloaded; access/download availability remains unverified.
• Document revision kind repository-commit; revision 653026b0ba07b69ff81e03ef2e44eddd8b493cf5; SHA256 2a91ecec2f845a58cb548b7154d6b4cb6dfc4791b05aed643aab0274c346c895; private manifest ai/v1/onboard-ling-2-6-1t-readme-md/2026-10-02/complete.json.gz; manifest SHA256 6262b4955f7d1029c6044322dbc4a7d9c1aa5e83e09a370d850557f1863c3d13. Re-fetched once on 2026-10-07 at the pinned revision; SHA256 matched.

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-11b-vision-instruct: identity · meta-llama-3-2-11b-vision-instruct: specifications · meta-llama-3-2-11b-vision-instruct: weightAccess · meta-llama-3-2-11b-vision-instruct: download · meta-llama-3-2-11b-vision-instruct: weightLicense · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Image-plus-text is officially supported only in English; custom license restrictions apply.
• The 2026-09-25 "failed" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 6 metadata:meta-llama-3-2-11b-vision-instruct:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-1b-instruct: identity · meta-llama-3-2-1b-instruct: specifications · meta-llama-3-2-1b-instruct: weightAccess · meta-llama-3-2-1b-instruct: download · meta-llama-3-2-1b-instruct: weightLicense · meta-llama-3-2-1b-instruct: gating · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Custom commercial license with gated access and acceptable-use policy; actual architecture count is approximately 1.23B.
• The 2026-09-25 "failed" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 6 metadata:meta-llama-3-2-1b-instruct:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-3-70b-instruct: identity · meta-llama-3-3-70b-instruct: specifications · meta-llama-3-3-70b-instruct: weightAccess · meta-llama-3-3-70b-instruct: download · meta-llama-3-3-70b-instruct: weightLicense · meta-llama-3-3-70b-instruct: gating · Retrieved 2026-08-17T00:00:00Z · Effective: Unknown · Checked: Unknown · Reviewed: Unknown · Review after: Unknown · Freshness: stale · Confidence: Unknown

• Custom commercial license, gated access, and acceptable-use policy apply.
• The 2026-09-25 "failed" refresh result is outdated: the complete 2026-09-27 model-metadata collection (run 36281114084, replayed in run 36281411898) and its reviewed publication (#91, PR 183) re-checked this checkpoint, including its download URL, listed weights and gating, in 6 metadata:meta-llama-3-3-70b-instruct:… records. This card remains the cited evidence for weight access, download and developer (#500).

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-11b-vision-instruct: identity · meta-llama-3-2-11b-vision-instruct: specifications · Retrieved 2026-09-27T00:02:21.072Z · Effective: Unknown · Checked: 2026-09-27T00:02:21.072Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Card explicitly lists11B (10.6) and text/image input; text config specifies131,072 positions matching advertised128K.
• Card describes a Llama3.1 text backbone and vision adapter, but no exact parent exists in the curated registry. Do not infer a link to the curated Llama3.2 1B or Llama3.3 records.
• Metadata documents were read; weight binaries were not downloaded. Prior weight-access/download observations retain their original dates.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 645883e9ef871845396d00d23480affb5612fa80c52d5a73f595580e36cb99c9; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-readme-md/2026-09-27/complete.json.gz; manifest SHA256 e85ab6068336b7f9b39af56642e3a4e17930a00346156f4cd14a9e9fb5c30af6.

Raw API evidence ↗ · vendor-api · Claims: meta-llama-3-2-11b-vision-instruct: gating · Retrieved 2026-09-27T00:02:15.334Z · Effective: Unknown · Checked: 2026-09-27T00:02:15.334Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Repository gating: manual; listed weight files: true. An inventory and authenticated metadata read do not verify weight download availability.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 03cbbc8e38453bf689a186a045543ae12fda34cd7e1d3a403fc5bb1f79e6e0e4; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-info/2026-09-27/complete.json.gz; manifest SHA256 2ca4005d4e97d1aae99adcaf1e51830d7d8b4703d358572978a1904bfd96cf31.

Primary source ↗ · vendor-docs · Claims: meta-llama-3-2-11b-vision-instruct: configuration · Retrieved 2026-09-27T00:02:26.919Z · Effective: Unknown · Checked: 2026-09-27T00:02:26.919Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Configuration is supporting evidence, not an automatic claim of advertised context or modality. Resolve differences using the explicit publication review.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 db708a72a246253fdf8aa3837a5f0b80ac1960692495ce05cb3101833128e845; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-config-json/2026-09-27/complete.json.gz; manifest SHA256 a0aafb863ce596fbd6651d402cf56f615fe1faf1d9d5434c26e741b1c73a8a29.

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-11b-vision-instruct: weightLicense · Retrieved 2026-09-27T00:02:32.768Z · Effective: Unknown · Checked: 2026-09-27T00:02:32.768Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• The Llama 3.2 Community License expressly covers model code and trained weights. Preserve agreement, attribution and Built with Llama notices; model naming, acceptable-use and redistribution conditions apply. A separate grant is required above the license's release-date700-million-monthly-active-user threshold. This is a custom commercial license, not an OSI/permissive classification.
• The model card's incorporated acceptable-use policy excludes license grants for multimodal models to EU-domiciled individuals/EU-principal-place-of-business companies, with an end-user-of-incorporating-product exception. This vision restriction is not transferred to text-only checkpoints.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 0b4284c1f87029e67654c7953afa16279961632cf73dcfe33374c4c2f298fa35; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-license-txt/2026-09-27/complete.json.gz; manifest SHA256 529717ee11e05b0223e2c45b175f4a338accd3b39cb80cd7799276f416e07257.

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-11b-vision-instruct: weightLicense · Retrieved 2026-09-27T00:02:21.072Z · Effective: Unknown · Checked: 2026-09-27T00:02:21.072Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• The Llama 3.2 Community License expressly covers model code and trained weights. Preserve agreement, attribution and Built with Llama notices; model naming, acceptable-use and redistribution conditions apply. A separate grant is required above the license's release-date700-million-monthly-active-user threshold. This is a custom commercial license, not an OSI/permissive classification.
• The model card's incorporated acceptable-use policy excludes license grants for multimodal models to EU-domiciled individuals/EU-principal-place-of-business companies, with an end-user-of-incorporating-product exception. This vision restriction is not transferred to text-only checkpoints.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 645883e9ef871845396d00d23480affb5612fa80c52d5a73f595580e36cb99c9; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-readme-md/2026-09-27/complete.json.gz; manifest SHA256 e85ab6068336b7f9b39af56642e3a4e17930a00346156f4cd14a9e9fb5c30af6.

Primary source ↗ · huggingface-model-card · Claims: meta-llama-3-2-11b-vision-instruct: codeLicense · Retrieved 2026-09-27T00:02:32.768Z · Effective: Unknown · Checked: 2026-09-27T00:02:32.768Z · Reviewed: 2026-09-27T02:50:26.221Z · Review after: 2026-10-27T02:50:26.221Z · Freshness: fresh · Confidence: A

• Agreement explicitly includes model code. License/notice, naming, acceptable-use and large-platform terms apply; this does not license unrelated third-party libraries.
• Revision 9eb2daaa8597bf192a8b0e73f848f3a102794df5; SHA256 0b4284c1f87029e67654c7953afa16279961632cf73dcfe33374c4c2f298fa35; private manifest ai/v1/.model-metadata-development/36281114084/hf-meta-llama-3-2-11b-vision-instruct-license-txt/2026-09-27/complete.json.gz; manifest SHA256 529717ee11e05b0223e2c45b175f4a338accd3b39cb80cd7799276f416e07257.

Primary source ↗ · vendor-docs · Claims: longcat-2-0: identity · longcat-2-0: specifications · longcat-2-0: download · longcat-2-0: weightAccess · longcat-2-0: gating · developer:meituan-longcat: identity · longcat-2-0: weightLicense · Retrieved 2026-09-27T05:31:06.669Z · Effective: Unknown · Checked: 2026-09-27T05:31:06.669Z · Reviewed: 2026-09-27T05:40:06.050Z · Review after: 2026-10-27T05:40:06.050Z · Freshness: fresh · Confidence: A

• Creator explicitly releases model weights under MIT and LICENSE credits Meituan. Preserve notices; the card states no grant of Meituan trademark/patent rights and does not alter MIT terms.
• Advertised1.6T total/~48B active values are approximate;1M-context training does not establish an exact maximum. Architectural inheritance is not a checkpoint lineage claim.
• Official checkpoint/download reference: https://huggingface.co/meituan-longcat/LongCat-2.0. No model weights downloaded; access/download availability remains unverified.
• Document revision kind git-blob; revision bd890adec0d3287930d54f248e02dd1c568f2642; SHA256 5c3272245c9ed3281fddf8d2834d020aed782fdc57029307b6f85f1cea0e7b62; private manifest ai/v1/onboard-longcat-2-0-readme-md/2026-09-27/complete.json.gz; manifest SHA256 837b18f260c7ea5a52788c4d3c14626afe9714e1e8613780f379d67ec09bac5a.

Primary source ↗ · vendor-docs · Claims: longcat-2-0: codeLicense · longcat-2-0: weightLicense · Retrieved 2026-09-27T05:31:11.759Z · Effective: Unknown · Checked: 2026-09-27T05:31:11.759Z · Reviewed: 2026-09-27T05:40:06.050Z · Review after: 2026-10-27T05:40:06.050Z · Freshness: fresh · Confidence: A

• Creator explicitly releases model weights under MIT and LICENSE credits Meituan. Preserve notices; the card states no grant of Meituan trademark/patent rights and does not alter MIT terms.
• Advertised1.6T total/~48B active values are approximate;1M-context training does not establish an exact maximum. Architectural inheritance is not a checkpoint lineage claim.
• Official checkpoint/download reference: https://huggingface.co/meituan-longcat/LongCat-2.0. No model weights downloaded; access/download availability remains unverified.
• Document revision kind git-blob; revision dd3cf1c68e542dacdf0dad791035dddaa52e5c2a; SHA256 8547d477557f947f322a8d2d479fb797f815800f2cd51b21d0b7a0b3b2cac707; private manifest ai/v1/onboard-longcat-2-0-license/2026-09-27/complete.json.gz; manifest SHA256 4f87262e9f4a7d5bdbb68e4fc69bac7acd5638e67a069ecf024dc24d558f202c.

Primary source ↗ · vendor-docs · Claims: qwen-api-qwen3-7-plus: specifications · Retrieved 2026-10-14T02:25:09Z · Effective: Unknown · Checked: 2026-10-14T02:25:09Z · Reviewed: 2026-10-14T02:35:52Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official Alibaba Cloud Model Studio model page for qwen3.7-plus, "Context Limits" table, raw SHA-256 57526c6fd2fd53ab2e78a96da2e29b875e2ba71a99c590378f5a23e0ec86161e: "Context Window 1000000", with "Max Input Length 991808", "Max Input Length (Thinking Mode) 983616" and "Max Output Length 131072" stated separately.
• Specifications only: no pricing, availability, capability or release-date assertion.

Primary source ↗ · vendor-docs · Claims: qwen-api-qwen3-8-max: pricing · qwen-api-qwen3-8-max: availability · qwen-api-qwen3-7-plus: pricing · qwen-api-qwen3-7-plus: availability · qwen-api-qwen3-8-flash: pricing · qwen-api-qwen3-8-flash: availability · Retrieved 2026-10-19T04:39:23.508Z · Effective: Unknown · Checked: 2026-10-19T04:39:23.508Z · Reviewed: Unknown · Review after: 2026-10-29T04:39:23.508Z · Freshness: fresh · Confidence: A

• Raw SHA-256: d2d04e060660a8ef2cc1bdf858b93d48edcb3f64b51bffe749207ad7120c277f; collector qwen-international-1.
• Pricing and listing observation only; no checkpoint, license, context-window or release-date assertions. Alibaba Cloud is the API seller; the Qwen API models are not linked to downloadable checkpoints.