Find an AI model. Choose how to run it.

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 2026-11-09T04:29:22.036Z · Effective: Unknown · Checked: 2026-11-09T04:29:22.036Z · Reviewed: Unknown · Review after: 2026-11-19T04:29:22.036Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 3b32e55fb6e5c3ffa4e6f10f50c71051661ac8767f7e881265eb7311de400210; collector qwen-international-html-2.
• 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.

Primary source ↗ · vendor-docs · Claims: bedrock-deepseek-v3-2: specifications · Retrieved 2026-10-31T14:37:28Z · Effective: Unknown · Checked: 2026-10-31T14:37:28Z · Reviewed: 2026-10-31T14:44:31Z · Review after: Unknown · Freshness: unknown · Confidence: A

• Official Amazon Bedrock model card ("Models at a glance") for DeepSeek V3.2, Model ID deepseek.v3.2 (the offer's price list usagetype stem), raw SHA-256 551dee299adb87077350ac0678a98016700481450025459d75fe015b16cc2f6c, read once on 2026-10-31 under the #837 AWS facts-plus-link basis: "Context window: 164K tokens".
• Shorthand recorded as stated (#504); not converted to an exact token count. The value is AWS's statement for its Bedrock listing; another seller of the same model may state a different figure.
• Specifications only: no pricing, availability, capability, lifecycle or release-date assertion.

Raw API evidence ↗ · vendor-api · Claims: bedrock-deepseek-v3-1: pricing · bedrock-deepseek-v3-1: availability · bedrock-deepseek-v3-2: pricing · bedrock-deepseek-v3-2: availability · bedrock-gemma-3-12b-it: pricing · bedrock-gemma-3-12b-it: availability · bedrock-gemma-3-27b-it: pricing · bedrock-gemma-3-27b-it: availability · bedrock-gemma-3-4b-it: pricing · bedrock-gemma-3-4b-it: availability · bedrock-gemma-4-26b-a4b: pricing · bedrock-gemma-4-26b-a4b: availability · bedrock-gemma-4-31b: pricing · bedrock-gemma-4-31b: availability · bedrock-gemma-4-e2b: pricing · bedrock-gemma-4-e2b: availability · bedrock-minimax-m2: pricing · bedrock-minimax-m2: availability · bedrock-minimax-m2-1: pricing · bedrock-minimax-m2-1: availability · bedrock-minimax-m2-5: pricing · bedrock-minimax-m2-5: availability · bedrock-devstral-2-123b: pricing · bedrock-devstral-2-123b: availability · bedrock-magistral-small-2509: pricing · bedrock-magistral-small-2509: availability · bedrock-ministral-3-14b-instruct: pricing · bedrock-ministral-3-14b-instruct: availability · bedrock-ministral-3-3b-instruct: pricing · bedrock-ministral-3-3b-instruct: availability · bedrock-ministral-3-8b-instruct: pricing · bedrock-ministral-3-8b-instruct: availability · bedrock-mistral-large-3-675b-instruct: pricing · bedrock-mistral-large-3-675b-instruct: availability · bedrock-voxtral-mini-3b-2507: pricing · bedrock-voxtral-mini-3b-2507: availability · bedrock-voxtral-small-24b-2507: pricing · bedrock-voxtral-small-24b-2507: availability · bedrock-kimi-k2-thinking: pricing · bedrock-kimi-k2-thinking: availability · bedrock-kimi-k2-5: pricing · bedrock-kimi-k2-5: availability · bedrock-kimi-k3: pricing · bedrock-kimi-k3: availability · bedrock-nemotron-nano-12b-v2: pricing · bedrock-nemotron-nano-12b-v2: availability · bedrock-nemotron-nano-3-30b: pricing · bedrock-nemotron-nano-3-30b: availability · bedrock-nemotron-nano-9b-v2: pricing · bedrock-nemotron-nano-9b-v2: availability · bedrock-nemotron-super-3-120b: pricing · bedrock-nemotron-super-3-120b: availability · bedrock-gpt-oss-120b: pricing · bedrock-gpt-oss-120b: availability · bedrock-gpt-oss-20b: pricing · bedrock-gpt-oss-20b: availability · bedrock-gpt-oss-safeguard-120b: pricing · bedrock-gpt-oss-safeguard-120b: availability · bedrock-gpt-oss-safeguard-20b: pricing · bedrock-gpt-oss-safeguard-20b: availability · bedrock-qwen3-235b-a22b-2507: pricing · bedrock-qwen3-235b-a22b-2507: availability · bedrock-qwen3-32b: pricing · bedrock-qwen3-32b: availability · bedrock-qwen3-coder-30b-a3b-instruct: pricing · bedrock-qwen3-coder-30b-a3b-instruct: availability · bedrock-qwen3-coder-480b-a35b-instruct: pricing · bedrock-qwen3-coder-480b-a35b-instruct: availability · bedrock-qwen3-coder-next: pricing · bedrock-qwen3-coder-next: availability · bedrock-qwen3-next-80b-a3b-instruct: pricing · bedrock-qwen3-next-80b-a3b-instruct: availability · bedrock-qwen3-vl-235b-a22b-instruct: pricing · bedrock-qwen3-vl-235b-a22b-instruct: availability · bedrock-palmyra-vision-7b: pricing · bedrock-palmyra-vision-7b: availability · bedrock-grok-4-3: pricing · bedrock-grok-4-3: availability · bedrock-grok-4-6: pricing · bedrock-grok-4-6: availability · bedrock-grok-4-7: pricing · bedrock-grok-4-7: availability · bedrock-glm-4-7: pricing · bedrock-glm-4-7: availability · bedrock-glm-4-7-flash: pricing · bedrock-glm-4-7-flash: availability · bedrock-glm-5: pricing · bedrock-glm-5: availability · bedrock-nova-micro: pricing · bedrock-nova-micro: availability · bedrock-nova-lite: pricing · bedrock-nova-lite: availability · bedrock-nova-pro: pricing · bedrock-nova-pro: availability · bedrock-nova-premier: pricing · bedrock-nova-premier: availability · bedrock-nova-2-0-lite: pricing · bedrock-nova-2-0-lite: availability · bedrock-llama-3-8b: pricing · bedrock-llama-3-8b: availability · bedrock-llama-3-70b: pricing · bedrock-llama-3-70b: availability · bedrock-llama-3-1-8b: pricing · bedrock-llama-3-1-8b: availability · bedrock-llama-3-1-70b: pricing · bedrock-llama-3-1-70b: availability · bedrock-llama-3-3-70b: pricing · bedrock-llama-3-3-70b: availability · bedrock-llama-4-scout-17b: pricing · bedrock-llama-4-scout-17b: availability · bedrock-llama-4-maverick-17b: pricing · bedrock-llama-4-maverick-17b: availability · bedrock-deepseek-r1: pricing · bedrock-deepseek-r1: availability · bedrock-mistral-large: pricing · bedrock-mistral-large: availability · bedrock-mistral-small: pricing · bedrock-mistral-small: availability · bedrock-mistral-7b: pricing · bedrock-mistral-7b: availability · bedrock-mixtral-8x7b: pricing · bedrock-mixtral-8x7b: availability · bedrock-pixtral-large-2502: pricing · bedrock-pixtral-large-2502: availability · Retrieved 2026-11-07T04:29:57.981Z · Effective: Unknown · Checked: 2026-11-07T04:29:57.981Z · Reviewed: Unknown · Review after: 2026-11-17T04:29:57.981Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 3355f5ca0c41bcd3408807c0a6826ae5f343370f80cdd62238af612445f0d7ae; collector aws-bedrock-price-list-json-1.
• AWS Price List Bulk API offer file for Amazon Bedrock (us-east-1): offer version 20261106184538, publicationDate 2026-11-06T18:45:38Z.
• Reviewed on-demand token prices only: each curated model's exact usagetypes in us-east-1, with service_tier "standard" for standard-tier models and with no service_tier attribute for the reviewed untiered models, in US dollars as the offer file states them (hence confidence A). A hosted listing and pricing observation only: no checkpoint, developer, license, context-window, modality or release-date assertions, and the usagetype is not a documented Bedrock model ID.
• No Anthropic Claude price is published from this offer file: prices are read only from curated usagetypes, and no curated entry is an Anthropic model. (When the collector was reviewed on 2026-10-29, the file listed only legacy Claude models, all without a service tier.)
• Availability rests on AWS's own offer file listing an on-demand price for the model in us-east-1.

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: 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 ↗ · 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 2026-11-06T04:35:59.753Z · Effective: Unknown · Checked: 2026-11-06T04:35:59.753Z · Reviewed: Unknown · Review after: 2026-11-16T04:35:59.753Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 5864b14c0eb020db52f96b3f42787810ad65d3f28823e317c03b7e9ca345aa49; 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), Claude Platform on AWS, and Claude Models on Google Cloud (Anthropic managed). 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, Claude Models on Google Cloud (Google managed) and Bedrock, have independent regional pricing. See Bedrock pricing and Google Cloud pricing 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. The model pricing and batch processing pricing sections list both sets of prices.

Primary source ↗ · vendor-docs · Claims: baseten-beam-1-0: pricing · baseten-beam-1-0: availability · baseten-muse-spark-open: pricing · baseten-muse-spark-open: availability · baseten-glm-5-3-fast: pricing · baseten-glm-5-3-fast: availability · baseten-glm-5-3: pricing · baseten-glm-5-3: availability · baseten-glm-5-3-flash: pricing · baseten-glm-5-3-flash: availability · baseten-glm-5-2-fast: pricing · baseten-glm-5-2-fast: availability · baseten-glm-5-2: pricing · baseten-glm-5-2: availability · baseten-deepseek-v4-1-flash-1017-fast: pricing · baseten-deepseek-v4-1-flash-1017-fast: availability · baseten-deepseek-v4-1-flash-1017: pricing · baseten-deepseek-v4-1-flash-1017: availability · baseten-deepseek-v4-1-flash-fast: pricing · baseten-deepseek-v4-1-flash-fast: availability · baseten-deepseek-v4-1-flash: pricing · baseten-deepseek-v4-1-flash: availability · baseten-deepseek-v4-pro-0813: pricing · baseten-deepseek-v4-pro-0813: availability · baseten-deepseek-v4-flash-0731: pricing · baseten-deepseek-v4-flash-0731: availability · baseten-kimi-k3-1-pro: pricing · baseten-kimi-k3-1-pro: availability · baseten-kimi-k3: pricing · baseten-kimi-k3: availability · baseten-nemotron-3-5-super-vl: pricing · baseten-nemotron-3-5-super-vl: availability · baseten-nemotron-3-ultra: pricing · baseten-nemotron-3-ultra: availability · baseten-gpt-oss-120b: pricing · baseten-gpt-oss-120b: availability · Retrieved 2026-11-09T04:32:56.952Z · Effective: Unknown · Checked: 2026-11-09T04:32:56.952Z · Reviewed: Unknown · Review after: 2026-11-19T04:32:56.952Z · Freshness: fresh · Confidence: B

• Raw SHA-256: 3be79daba53c8024d676c6c85fd78115b34f95742cd9af68f595a5abe5a53284; collector baseten-token-pricing-table-1.
• Hosted listing and pricing observation only: the reviewed rows of the token pricing table; no checkpoint, developer, license, context-window, modality or release-date assertions. Like the other hosted providers, a listing is not proof of identical weights or behavior.
• The page writes "$" and names no currency; US dollars rest on Baseten's Model API cost documentation, which reports costs in USD, hence confidence B. Availability rests on Baseten listing the model in its own price table.

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 · deepinfra-ling-3-1-flash: pricing · Retrieved 2026-11-09T11:01:26.213Z · Effective: Unknown · Checked: 2026-11-09T11:01:26.213Z · Reviewed: Unknown · Review after: 2026-11-19T11:01:26.213Z · Freshness: fresh · Confidence: B

• Raw SHA-256: 6b09730cd7ea0d6e6c1296e12323b3849c8d09297e5266431451e443ee9e575a; 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; a listing with a deprecation date is priced here but cites its own deprecation record for availability.

Primary source ↗ · vendor-docs · Claims: deepseek-api-flash: specifications · Retrieved 2026-10-25T04:38:26.694Z · Effective: Unknown · Checked: 2026-10-25T04:38:26.694Z · Reviewed: 2026-10-25T10:15:26Z · 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-1017; `deepseek-v4-pro`, version DeepSeek-V4-Pro-0813), so it applies to deepseek-flash, raw SHA-256 b856a6e93fa4793ecc8f3fd03a01bb7d8f7572f78a4739da8ce6dbdb09328d66: "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.
• Scoped to the served model version DeepSeek-V4.1-Flash-1017 (#744); specifications:deepseek-api-flash:2026-10-14 quoted the page when deepseek-flash served DeepSeek-V4.1-Flash. A later repoint drops this label and citation (#603).

Primary source ↗ · vendor-docs · Claims: deepseek-api-flash: pricing · deepseek-api-flash: availability · deepseek-api-v4-pro: pricing · deepseek-api-v4-pro: availability · Retrieved 2026-11-06T04:36:23.912Z · Effective: Unknown · Checked: 2026-11-06T04:36:23.912Z · Reviewed: Unknown · Review after: 2026-11-16T04:36:23.912Z · Freshness: fresh · Confidence: A

• Raw SHA-256: af6679690eb9a7838c47727bfc5ffdc4ac91c4445a0c1219741ffe00c076ece5; 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 ↗ · 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).

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: stale · 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 ↗ · 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: stale · 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: stale · 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: stale · 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: stale · 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.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: identity · deepseek-r1: specifications · Retrieved 2026-10-31T18:44:15.774Z · Effective: Unknown · Checked: 2026-10-31T18:44:15.774Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-readme-md/2026-10-31/complete.json.gz; manifest SHA256 a402c9ad849e7b53f622e9c79981e428b1f8b2a11c520467387b89794896b58b.

Raw API evidence ↗ · vendor-api · Claims: deepseek-r1: gating · Retrieved 2026-10-31T18:44:07.447Z · Effective: Unknown · Checked: 2026-10-31T18:44:07.447Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-info/2026-10-31/complete.json.gz; manifest SHA256 2d16a33f77d94d9b3286b18f69a401e639003d86a0a74820a5b82d039ef41c71.

Primary source ↗ · vendor-docs · Claims: deepseek-r1: configuration · Retrieved 2026-10-31T18:44:24.049Z · Effective: Unknown · Checked: 2026-10-31T18:44:24.049Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-config-json/2026-10-31/complete.json.gz; manifest SHA256 8b5a6203b56d82fbe4430edee1571b2577be5cbc1da8d6779145be757488bf7a.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: weightLicense · Retrieved 2026-10-31T18:44:15.774Z · Effective: Unknown · Checked: 2026-10-31T18:44:15.774Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-readme-md/2026-10-31/complete.json.gz; manifest SHA256 a402c9ad849e7b53f622e9c79981e428b1f8b2a11c520467387b89794896b58b.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: weightLicense · Retrieved 2026-10-31T18:44:32.594Z · Effective: Unknown · Checked: 2026-10-31T18:44:32.594Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-license/2026-10-31/complete.json.gz; manifest SHA256 ee8f91ad294a26dca6b1951e7e6f5b3968f38de4f887e8163ac94d5984e82907.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: codeLicense · Retrieved 2026-10-31T18:44:15.774Z · Effective: Unknown · Checked: 2026-10-31T18:44:15.774Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-readme-md/2026-10-31/complete.json.gz; manifest SHA256 a402c9ad849e7b53f622e9c79981e428b1f8b2a11c520467387b89794896b58b.

Primary source ↗ · huggingface-model-card · Claims: deepseek-r1: codeLicense · Retrieved 2026-10-31T18:44:32.594Z · Effective: Unknown · Checked: 2026-10-31T18:44:32.594Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-deepseek-r1-license/2026-10-31/complete.json.gz; manifest SHA256 ee8f91ad294a26dca6b1951e7e6f5b3968f38de4f887e8163ac94d5984e82907.

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: 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-kimi-k3-1-pro: pricing · fireworks-kimi-k3-1-pro: 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-deepseek-v4-1-flash-1017: pricing · fireworks-deepseek-v4-1-flash-1017: availability · fireworks-deepseek-v4-1-flash-1017-us: pricing · fireworks-deepseek-v4-1-flash-1017-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 · fireworks-muse-spark-open: pricing · fireworks-muse-spark-open: availability · fireworks-ultramarine-1-flash-us: pricing · fireworks-ultramarine-1-flash-us: availability · Retrieved 2026-11-07T04:28:02.512Z · Effective: Unknown · Checked: 2026-11-07T04:28:02.512Z · Reviewed: Unknown · Review after: 2026-11-17T04:28:02.512Z · Freshness: fresh · Confidence: A

• Raw SHA-256: 9a0abc646c10d5974d533dc16896dfde50fa144becc20948e4fb838b39a8f7c5; 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: 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 2026-11-06T06:45:19.158Z · Effective: Unknown · Checked: 2026-11-06T06:45:19.158Z · Reviewed: Unknown · Review after: 2026-11-16T06:45:19.158Z · Freshness: fresh · Confidence: A

• Raw SHA-256: ad2140dd935ccca0a66bb70f7c1b59b5e4c74d6180b599a8c32e0dcf4a422a2e; collector google-paid-standard-3.
• 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).

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: stale · 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 ↗ · 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: stale · 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: google-gemma-3-1b-it: identity · google-gemma-3-1b-it: specifications · Retrieved 2026-10-31T18:40:24.688Z · Effective: Unknown · Checked: 2026-10-31T18:40:24.688Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-google-gemma-3-1b-it-readme-md/2026-10-31/complete.json.gz; manifest SHA256 9a8f686bc7fdda5ce89eecfafa8db51c138952cf9d115bc86e0514881d5e7fbe.

Raw API evidence ↗ · vendor-api · Claims: google-gemma-3-1b-it: gating · Retrieved 2026-10-31T18:40:16.330Z · Effective: Unknown · Checked: 2026-10-31T18:40:16.330Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-google-gemma-3-1b-it-info/2026-10-31/complete.json.gz; manifest SHA256 dfc311e3950e239a878db58b6c78cd6c83aaa79ae9aaca0eb537f28bfd8434ea.

Primary source ↗ · vendor-docs · Claims: google-gemma-3-1b-it: configuration · Retrieved 2026-10-31T18:40:33.246Z · Effective: Unknown · Checked: 2026-10-31T18:40:33.246Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-google-gemma-3-1b-it-config-json/2026-10-31/complete.json.gz; manifest SHA256 ae901b67ed55d9fc2ef312f3992c7124b3a48dc88ef1861994cd0cc41671214b.

Primary source ↗ · huggingface-model-card · Claims: google-gemma-3-1b-it: weightLicense · Retrieved 2026-10-31T18:40:24.688Z · Effective: Unknown · Checked: 2026-10-31T18:40:24.688Z · Reviewed: 2026-10-31T18:50:38.000Z · Review after: 2026-11-30T18:50:38.000Z · 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/hf-google-gemma-3-1b-it-readme-md/2026-10-31/complete.json.gz; manifest SHA256 9a8f686bc7fdda5ce89eecfafa8db51c138952cf9d115bc86e0514881d5e7fbe.

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: stale · 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: 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 2026-10-31T20:37:42.157Z · Effective: Unknown · Checked: 2026-10-31T20:37:42.157Z · Reviewed: 2026-10-31T21:18:32.000Z · Review after: 2026-11-30T21:18:32.000Z · 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/2026-10-31/complete.json.gz; manifest SHA256 a691fcbc392e005c9c62bcf2b34c33cd4a50d5e41555ecd5901bbbbaa2853545. Re-checked 2026-10-31 (#912): identical to onboard:ling-lite-1-5:card (retrieved 2026-09-27T05:30:33.065Z).

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 2026-11-01T00:04:05.116Z · Effective: Unknown · Checked: 2026-11-01T00:04:05.116Z · Reviewed: 2026-11-01T00:11:19.000Z · Review after: 2026-12-01T00:11:19.000Z · 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/2026-11-01/complete.json.gz; manifest SHA256 5b9746e00aa5249499321129349af6c17a0650e5dabed57ac3be3ab67c321da2. Re-checked 2026-11-01 (#912): identical to onboard:ling-2-6-1t:card (retrieved 2026-10-02T03:55:13.231Z).

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: stale · 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: 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 2026-11-06T02:30:29.709Z · Effective: Unknown · Checked: 2026-11-06T02:30:29.709Z · Reviewed: 2026-11-06T02:34:08.000Z · Review after: 2026-12-06T02:34:08.000Z · 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/onboard-kat-coder-v2-5-dev-readme-md/2026-11-06/complete.json.gz; manifest SHA256 fefa88cdaa8be51b69e87736b80e47d127cf88a734bb55cc831e731b341fba57. Re-checked 2026-11-06 (#912): identical to onboard:kat-coder-v2-5-dev:card (retrieved 2026-09-27T04:40:13.000Z).