{"action":"explore","answer":"7 checked model families are relevant to these filters; 6 are returned in catalog order. They are starting points for evaluation, not a ranking or a claim that one is best.","filters":{"intent":"code","modality":null,"size":null,"commercial":"any","reproducibility":"any","limit":6},"matchedCount":7,"returnedCount":6,"truncated":true,"ordering":"catalog-order","limitations":["The atlas is a curated checked edition, not an exhaustive model registry or performance leaderboard.","Commercial permission is checkpoint-specific. “Available” still requires following the named license and any linked policy or artifact terms.","Capability and benchmark claims may be publisher-reported; inspect each candidate’s evidence context and evaluate the intended task."],"candidates":[{"id":"qwen","name":"Qwen3.8","checkpoint":"Qwen3.8-27B","organization":"Qwen / Alibaba Cloud","parameters":"27B","totalBillions":27,"activeBillions":27,"modalities":["text","image"],"context":"262K tokens in the official deployment guidance","license":"Apache-2.0","commercialUse":"Permitted by Apache-2.0, subject to its notice and attribution terms.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Vendor benchmark claims need independent reproduction","Licensing differs across Qwen3.8 sizes"],"evidenceContext":"No current independent evaluation is attached to this family record; displayed capability claims should be read as vendor-reported.","evidenceIds":["qwen38-repo","qwen38-card"],"releaseEvents":[{"kind":"availability","date":"2026-08-14","precision":"day","label":"Qwen3.8-27B availability","sourceUrl":"https://github.com/QwenLM/Qwen3.8"}],"canonicalUrl":"https://brightaifuture.com/open-models/qwen","markdownUrl":"https://brightaifuture.com/read/open-models/qwen.md"},{"id":"deepseek","name":"DeepSeek V4.1 Flash","checkpoint":"DeepSeek-V4.1-Flash","organization":"DeepSeek","parameters":"552B backbone; 8B active in prefill / 16B in decode. Hugging Face displays 763B in model files; no single total-storage estimate is asserted.","totalBillions":null,"activeBillions":16,"modalities":["text","image"],"context":"1M tokens","license":"MIT","commercialUse":"Permitted by the MIT license.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Displayed file size and stated backbone parameter count differ","Training corpus is not released"],"evidenceContext":"No independent evaluation is attached to this record.","evidenceIds":["deepseek-v41-announcement","deepseek-v41-card"],"releaseEvents":[{"kind":"availability","date":"2026-09-10","precision":"day","label":"DeepSeek API availability and new pricing","sourceUrl":"https://api-docs.deepseek.com/news/news260910/"}],"canonicalUrl":"https://brightaifuture.com/open-models/deepseek","markdownUrl":"https://brightaifuture.com/read/open-models/deepseek.md"},{"id":"mistral","name":"Mistral Small 4","checkpoint":"Mistral-Small-4-119B-2603","organization":"Mistral AI","parameters":"119B total / 6.5B active in Mistral’s model docs; its release article says 6B active per token (8B including embedding and output layers)","totalBillions":119,"activeBillions":6.5,"modalities":["text","image"],"context":"256K tokens","license":"Apache-2.0","commercialUse":"Permitted by Apache-2.0.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Training data is not documented in enough detail for reconstruction","Performance claims are primarily vendor-reported"],"evidenceContext":"The registry records vendor evaluations but does not treat them as independent corroboration.","evidenceIds":["mistral-small4-release","mistral-small4-card"],"releaseEvents":[{"kind":"initial-release","date":"2026-03-16","precision":"day","label":"Mistral Small 4 release","sourceUrl":"https://docs.mistral.ai/models/mistral-small-4-0-26-03"}],"canonicalUrl":"https://brightaifuture.com/open-models/mistral","markdownUrl":"https://brightaifuture.com/read/open-models/mistral.md"},{"id":"gpt-oss","name":"gpt-oss","checkpoint":"gpt-oss-120b and gpt-oss-20b","organization":"OpenAI","parameters":"117B / 5.1B active; 21B / 3.6B active","totalBillions":117,"activeBillions":5.1,"modalities":["text"],"context":"128K tokens","license":"Apache-2.0, with a separate usage policy","commercialUse":"Apache-2.0 permits commercial use; deployers should also review the published usage policy.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Text-only","Training corpus is not released","Self-hosters own system-level safeguards"],"evidenceContext":"OpenAI publishes extensive internal evaluations; independent reproductions are not incorporated in this record.","evidenceIds":["gptoss-release","gptoss-card"],"releaseEvents":[{"kind":"initial-release","date":"2025-08-05","precision":"day","label":"gpt-oss-120b and gpt-oss-20b release","sourceUrl":"https://openai.com/index/introducing-gpt-oss/"}],"canonicalUrl":"https://brightaifuture.com/open-models/gpt-oss","markdownUrl":"https://brightaifuture.com/read/open-models/gpt-oss.md"},{"id":"smollm","name":"SmolLM3","checkpoint":"SmolLM3-3B","organization":"Hugging Face","parameters":"3B","totalBillions":3,"activeBillions":3,"modalities":["text"],"context":"128K tokens","license":"Apache-2.0","commercialUse":"Permitted by Apache-2.0; constituent training datasets have their own terms.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Text-only","Six explicitly supported languages","Smaller capacity than frontier-scale models"],"evidenceContext":"No independent capability study is attached; the release’s reproducibility artifacts make such study practical.","evidenceIds":["smollm3-blog","smollm3-card"],"releaseEvents":[{"kind":"initial-release","date":"2025-07-08","precision":"day","label":"SmolLM3 release","sourceUrl":"https://huggingface.co/blog/smollm3"}],"canonicalUrl":"https://brightaifuture.com/open-models/smollm","markdownUrl":"https://brightaifuture.com/read/open-models/smollm.md"},{"id":"kimi","name":"Kimi K2.5","checkpoint":"Kimi-K2.5","organization":"Moonshot AI","parameters":"1T total / 32B active, plus a 400M vision encoder","totalBillions":1000,"activeBillions":32,"modalities":["text","image","video"],"context":"256K tokens","license":"Modified MIT License","commercialUse":"Generally permitted, with an additional display requirement for products above the license’s stated revenue or user thresholds.","relevance":["Publishers describe coding or reasoning capabilities. Evaluate your own tasks; these are starting points, not winners."],"limitations":["Extremely large total checkpoint","Custom license condition at large commercial scale","Training data is not released"],"evidenceContext":"No independent reproduction is attached; benchmark statements remain attributed to Moonshot AI.","evidenceIds":["kimi25-release-note","kimi25-repo","kimi25-card","kimi25-paper"],"releaseEvents":[{"kind":"initial-release","date":"2026-01-27","precision":"day","label":"Kimi K2.5 release","sourceUrl":"https://github.com/MoonshotAI/kimi-help-center/blob/master/en-US/agent/swarm.md"},{"kind":"update","date":"2026-04-20","precision":"day","label":"Kimi K2.6 release noted by Moonshot AI","sourceUrl":"https://github.com/MoonshotAI/kimi-help-center/blob/master/en-US/agent/swarm.md"}],"canonicalUrl":"https://brightaifuture.com/open-models/kimi","markdownUrl":"https://brightaifuture.com/read/open-models/kimi.md"}],"evidence":[{"id":"qwen38-repo","title":"Qwen3.8 official repository","url":"https://github.com/QwenLM/Qwen3.8","type":"repository","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"qwen38-card","title":"Qwen3.8-27B model card","url":"https://huggingface.co/Qwen/Qwen3.8-27B","type":"registry","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"deepseek-v41-announcement","title":"DeepSeek V4.1 Flash announcement","url":"https://api-docs.deepseek.com/news/news260910/","type":"institution","provenance":"Publisher or institution source; claims remain attributable to that organization unless the family record says otherwise."},{"id":"deepseek-v41-card","title":"DeepSeek-V4.1-Flash model card","url":"https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash","type":"registry","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"mistral-small4-release","title":"Introducing Mistral Small 4","url":"https://mistral.ai/news/mistral-small-4/","type":"institution","provenance":"Publisher or institution source; claims remain attributable to that organization unless the family record says otherwise."},{"id":"mistral-small4-card","title":"Mistral Small 4 model card","url":"https://huggingface.co/mistralai/Mistral-Small-4-119B-2603","type":"registry","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"gptoss-release","title":"Introducing gpt-oss","url":"https://openai.com/index/introducing-gpt-oss/","type":"institution","provenance":"Publisher or institution source; claims remain attributable to that organization unless the family record says otherwise."},{"id":"gptoss-card","title":"gpt-oss model card","url":"https://cdn.openai.com/pdf/419b6906-9da6-406c-a19d-1bb078ac7637/oai_gpt-oss_model_card.pdf","type":"report","provenance":"Documented source type from Bright’s checked family record."},{"id":"smollm3-blog","title":"SmolLM3: smol, multilingual, long-context reasoner","url":"https://huggingface.co/blog/smollm3","type":"institution","provenance":"Publisher or institution source; claims remain attributable to that organization unless the family record says otherwise."},{"id":"smollm3-card","title":"SmolLM3-3B model card","url":"https://huggingface.co/HuggingFaceTB/SmolLM3-3B","type":"registry","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"kimi25-release-note","title":"Moonshot AI Kimi K2.5 release note","url":"https://github.com/MoonshotAI/kimi-help-center/blob/master/en-US/agent/swarm.md","type":"repository","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"kimi25-repo","title":"Kimi K2.5 official repository","url":"https://github.com/MoonshotAI/Kimi-K2.5","type":"repository","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"kimi25-card","title":"Kimi K2.5 model card","url":"https://huggingface.co/moonshotai/Kimi-K2.5","type":"registry","provenance":"Artifact or registry source for the named release; availability does not independently validate capability claims."},{"id":"kimi25-paper","title":"Kimi K2.5: Visual Agentic Intelligence","url":"https://arxiv.org/abs/2602.02276","type":"paper","provenance":"Documented source type from Bright’s checked family record."}],"canonicalUrl":"https://brightaifuture.com/open-models","markdownUrl":"https://brightaifuture.com/read/open-models.md","lastReviewedAt":"2026-09-19"}