[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"$fehs520falj81":3,"$f3ju9gd1jr30ab":58,"$f2zs86z6byhkav":60,"$f3boz8lfpe81bk":314,"$f8ypa021er9qz":326,"$f28lqqte0za92d":328},{"id":4,"name":5,"publisher":6,"paramsB":7,"useCase":8,"licenseStatus":9,"licenseUrl":10,"sourceUrl":11,"descriptionZh":12,"descriptionEn":13,"imageUrl":14,"downloadUrls":15,"stats":18,"variants":23,"derivations":24,"measuredHardware":27,"updatedAt":57},94,"mammoth-1","Baseten (Base Labs)",27,"REASONING","OPEN_SOURCE","https:\u002F\u002Fopensource.org\u002Flicenses\u002FMIT","https:\u002F\u002Fhuggingface.co\u002Fbaselabs\u002Fmammoth-1","Baseten 于 2026-10-21 发布的 27B 决策模型（MIT，Qwen3.5-27B 全量微调，冻结视觉编码器）。输入状态 + 一组问题，单次 shared-prefix prefill 为每个选项输出校准概率——与让通用 LLM 逐题问答相比，路由 \u002F 守门 \u002F 分类场景下更省 token 也更稳。成绩：Jev Decision Index 0.4 全榜 208 个模型第 1（71.24，领先 Perplexity Decider v1.2 的 69.42）；Artificial Analysis Decision Index 复刻榜 65.9 第 1。全注意力层使用 block-bidirectional mask，最大序列 16,384 token。注意：pipeline 为 text-classification，自托管需官方 setup.sh + OneJev 运行时（单 CUDA GPU），并非通用 chat 模型。","Baseten's 27B decision model released 2026-10-21 (MIT, a full fine-tune of Qwen3.5-27B with the vision encoder frozen). Give it a state and a set of questions and it returns a calibrated probability for every option from one shared-prefix prefill — cheaper and steadier than asking a general LLM question-by-question for routing, guardrail and classification work. Scores: #1 of 208 models on the Jev Decision Index 0.4 (71.24, ahead of Perplexity Decider v1.2 at 69.42) and #1 on a replica of the Artificial Analysis Decision Index (65.9). Full-attention layers use a block-bidirectional mask; max sequence length 16,384 tokens. Note: pipeline is text-classification and self-hosting requires the official setup.sh with the OneJev runtime (a single CUDA GPU) — this is not a general chat model.",null,[16],{"url":11,"label":17},"HuggingFace",{"recordCount":19,"variantCount":20,"hardwareCount":21,"unlinkedRecordCount":19,"evidence":22},26,0,9,{"L0":20,"L1":20,"L2":19},[],{"parents":25,"children":26},[],[],[28,32,36,39,41,44,47,50,53],{"name":29,"vramGb":30,"recordCount":31},"NVIDIA RTX Spark",128,6,{"name":33,"vramGb":34,"recordCount":35},"NVIDIA RTX PRO 6000 Blackwell 96GB",96,4,{"name":37,"vramGb":14,"recordCount":38},"Apple M2 Ultra",3,{"name":40,"vramGb":30,"recordCount":38},"Apple M5 Max",{"name":42,"vramGb":43,"recordCount":38},"Apple M5 Ultra",512,{"name":45,"vramGb":30,"recordCount":46},"AMD Ryzen AI Max+ 395",2,{"name":48,"vramGb":49,"recordCount":46},"NVIDIA H100 80GB HBM3",80,{"name":51,"vramGb":52,"recordCount":46},"NVIDIA H20",97,{"name":54,"vramGb":55,"recordCount":56},"NVIDIA RTX 4090",24,1,"2026-10-22T15:13:14.228Z",{"favorited":59},false,{"items":61,"total":19,"page":56,"pageSize":313},[62,78,91,101,113,123,132,141,151,159,169,180,192,201,211,221,228,235,246,254,263,271,280,287,297,305],{"modelId":4,"modelName":5,"hardwareId":56,"hardwareName":54,"frameworkId":38,"frameworkName":63,"quantization":64,"hardwareVramGb":55,"decodeTps":65,"prefillTps":66,"vramGb":67,"genSeconds":14,"modelUseCase":8,"ttftS":68,"ttfbGb":69,"mtpAcceptanceRate":14,"powerW":70,"sampleCount":56,"reproduceCount":56,"sourceTypes":71,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":75,"latestOs":76,"latestCudaVersion":77,"latestFlashAttention":59,"latestOutputSpec":14},"Ollama","IQ1_S",130.35,593.51,22.8,0.843,1.04,314.3,[72],"OTHER","L2","2026-10-22T15:17:41.900Z","v0.27","Ubuntu 22.04","12.6",{"modelId":4,"modelName":5,"hardwareId":55,"hardwareName":45,"frameworkId":56,"frameworkName":79,"quantization":80,"hardwareVramGb":30,"decodeTps":81,"prefillTps":82,"vramGb":83,"genSeconds":14,"modelUseCase":8,"ttftS":84,"ttfbGb":85,"mtpAcceptanceRate":14,"powerW":86,"sampleCount":56,"reproduceCount":56,"sourceTypes":87,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":88,"latestOs":89,"latestCudaVersion":77,"latestFlashAttention":90,"latestOutputSpec":14},"llama.cpp","Q4_K_S",26.2,94.34,46.33,0.648,0.21,74.8,[72],"v0.51","Windows 11 23H2",true,{"modelId":4,"modelName":5,"hardwareId":55,"hardwareName":45,"frameworkId":46,"frameworkName":92,"quantization":80,"hardwareVramGb":30,"decodeTps":93,"prefillTps":94,"vramGb":83,"genSeconds":14,"modelUseCase":8,"ttftS":95,"ttfbGb":96,"mtpAcceptanceRate":14,"powerW":97,"sampleCount":56,"reproduceCount":56,"sourceTypes":98,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":99,"latestOs":89,"latestCudaVersion":100,"latestFlashAttention":59,"latestOutputSpec":14},"vLLM",27.6,131.32,1.776,0.22,49.4,[72],"v0.21","12.8",{"modelId":4,"modelName":5,"hardwareId":102,"hardwareName":40,"frameworkId":56,"frameworkName":79,"quantization":103,"hardwareVramGb":30,"decodeTps":104,"prefillTps":105,"vramGb":106,"genSeconds":14,"modelUseCase":8,"ttftS":107,"ttfbGb":108,"mtpAcceptanceRate":14,"powerW":109,"sampleCount":56,"reproduceCount":56,"sourceTypes":110,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":111,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},28,"IQ4_XS",59.77,305.47,44.06,0.511,0.48,56.4,[72],"v0.25","macOS 26.1",{"modelId":4,"modelName":5,"hardwareId":102,"hardwareName":40,"frameworkId":56,"frameworkName":79,"quantization":114,"hardwareVramGb":30,"decodeTps":115,"prefillTps":116,"vramGb":117,"genSeconds":14,"modelUseCase":8,"ttftS":118,"ttfbGb":119,"mtpAcceptanceRate":14,"powerW":120,"sampleCount":56,"reproduceCount":56,"sourceTypes":121,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":122,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},"Q3_K_M",63.7,294.17,40.66,1.572,0.51,47.6,[72],"v0.41",{"modelId":4,"modelName":5,"hardwareId":102,"hardwareName":40,"frameworkId":38,"frameworkName":63,"quantization":124,"hardwareVramGb":30,"decodeTps":125,"prefillTps":126,"vramGb":127,"genSeconds":14,"modelUseCase":8,"ttftS":128,"ttfbGb":85,"mtpAcceptanceRate":14,"powerW":129,"sampleCount":56,"reproduceCount":56,"sourceTypes":130,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":131,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},"FP16",25.66,97.32,107,0.161,59.8,[72],"v0.33",{"modelId":4,"modelName":5,"hardwareId":133,"hardwareName":42,"frameworkId":56,"frameworkName":79,"quantization":114,"hardwareVramGb":43,"decodeTps":134,"prefillTps":135,"vramGb":117,"genSeconds":14,"modelUseCase":8,"ttftS":136,"ttfbGb":137,"mtpAcceptanceRate":14,"powerW":138,"sampleCount":56,"reproduceCount":56,"sourceTypes":139,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":140,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},29,90.54,497.72,0.453,0.72,113.9,[72],"v0.44",{"modelId":4,"modelName":5,"hardwareId":133,"hardwareName":42,"frameworkId":56,"frameworkName":79,"quantization":142,"hardwareVramGb":43,"decodeTps":143,"prefillTps":144,"vramGb":145,"genSeconds":14,"modelUseCase":8,"ttftS":146,"ttfbGb":147,"mtpAcceptanceRate":14,"powerW":148,"sampleCount":56,"reproduceCount":56,"sourceTypes":149,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":150,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},"Q5_K_S",71.27,325.67,53.13,0.715,0.57,92.1,[72],"v0.35",{"modelId":4,"modelName":5,"hardwareId":133,"hardwareName":42,"frameworkId":38,"frameworkName":63,"quantization":103,"hardwareVramGb":43,"decodeTps":152,"prefillTps":153,"vramGb":106,"genSeconds":14,"modelUseCase":8,"ttftS":154,"ttfbGb":155,"mtpAcceptanceRate":14,"powerW":156,"sampleCount":56,"reproduceCount":56,"sourceTypes":157,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":158,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":90,"latestOutputSpec":14},81.44,327.07,1.592,0.65,138.9,[72],"v0.37",{"modelId":4,"modelName":5,"hardwareId":160,"hardwareName":48,"frameworkId":56,"frameworkName":79,"quantization":80,"hardwareVramGb":49,"decodeTps":161,"prefillTps":162,"vramGb":83,"genSeconds":14,"modelUseCase":8,"ttftS":163,"ttfbGb":164,"mtpAcceptanceRate":14,"powerW":165,"sampleCount":56,"reproduceCount":56,"sourceTypes":166,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":167,"latestOs":76,"latestCudaVersion":168,"latestFlashAttention":59,"latestOutputSpec":14},55,342.54,1113.53,2.307,2.74,634,[72],"v0.28","13.0",{"modelId":4,"modelName":5,"hardwareId":160,"hardwareName":48,"frameworkId":21,"frameworkName":170,"quantization":171,"hardwareVramGb":49,"decodeTps":172,"prefillTps":173,"vramGb":174,"genSeconds":14,"modelUseCase":8,"ttftS":175,"ttfbGb":176,"mtpAcceptanceRate":177,"powerW":178,"sampleCount":56,"reproduceCount":56,"sourceTypes":179,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":167,"latestOs":76,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},"Strata","Q3_K_S",345.96,1251.15,38.96,1.627,2.77,0.4675,694.6,[72],{"modelId":4,"modelName":5,"hardwareId":181,"hardwareName":51,"frameworkId":56,"frameworkName":79,"quantization":124,"hardwareVramGb":52,"decodeTps":182,"prefillTps":183,"vramGb":184,"genSeconds":14,"modelUseCase":8,"ttftS":185,"ttfbGb":186,"mtpAcceptanceRate":14,"powerW":187,"sampleCount":56,"reproduceCount":56,"sourceTypes":188,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":189,"latestOs":190,"latestCudaVersion":191,"latestFlashAttention":59,"latestOutputSpec":14},56,18.55,67.93,92.15,0.565,0.15,362.2,[72],"v0.49","Ubuntu 24.04","12.4",{"modelId":4,"modelName":5,"hardwareId":181,"hardwareName":51,"frameworkId":46,"frameworkName":92,"quantization":103,"hardwareVramGb":52,"decodeTps":193,"prefillTps":194,"vramGb":106,"genSeconds":14,"modelUseCase":8,"ttftS":195,"ttfbGb":196,"mtpAcceptanceRate":14,"powerW":197,"sampleCount":56,"reproduceCount":56,"sourceTypes":198,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":199,"latestOs":200,"latestCudaVersion":100,"latestFlashAttention":59,"latestOutputSpec":14},45.95,201.36,0.653,0.37,317.7,[72],"v0.36","Windows 11 24H2",{"modelId":4,"modelName":5,"hardwareId":202,"hardwareName":33,"frameworkId":46,"frameworkName":92,"quantization":203,"hardwareVramGb":34,"decodeTps":204,"prefillTps":205,"vramGb":206,"genSeconds":14,"modelUseCase":8,"ttftS":207,"ttfbGb":208,"mtpAcceptanceRate":14,"powerW":209,"sampleCount":56,"reproduceCount":56,"sourceTypes":210,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":88,"latestOs":76,"latestCudaVersion":191,"latestFlashAttention":59,"latestOutputSpec":14},68,"IQ3_XS",228.17,758.2,37.25,1.076,1.83,328,[72],{"modelId":4,"modelName":5,"hardwareId":202,"hardwareName":33,"frameworkId":46,"frameworkName":92,"quantization":212,"hardwareVramGb":34,"decodeTps":213,"prefillTps":214,"vramGb":215,"genSeconds":14,"modelUseCase":8,"ttftS":216,"ttfbGb":217,"mtpAcceptanceRate":14,"powerW":218,"sampleCount":56,"reproduceCount":56,"sourceTypes":219,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":220,"latestOs":200,"latestCudaVersion":100,"latestFlashAttention":59,"latestOutputSpec":14},"Q5_K_M",145.66,731.49,54.83,1.372,1.17,319.1,[72],"v0.32",{"modelId":4,"modelName":5,"hardwareId":202,"hardwareName":33,"frameworkId":38,"frameworkName":63,"quantization":203,"hardwareVramGb":34,"decodeTps":222,"prefillTps":223,"vramGb":206,"genSeconds":14,"modelUseCase":8,"ttftS":224,"ttfbGb":225,"mtpAcceptanceRate":14,"powerW":226,"sampleCount":56,"reproduceCount":56,"sourceTypes":227,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":140,"latestOs":190,"latestCudaVersion":191,"latestFlashAttention":59,"latestOutputSpec":14},214.08,806.7,0.304,1.71,313.8,[72],{"modelId":4,"modelName":5,"hardwareId":202,"hardwareName":33,"frameworkId":38,"frameworkName":63,"quantization":142,"hardwareVramGb":34,"decodeTps":229,"prefillTps":230,"vramGb":145,"genSeconds":14,"modelUseCase":8,"ttftS":231,"ttfbGb":232,"mtpAcceptanceRate":14,"powerW":233,"sampleCount":56,"reproduceCount":56,"sourceTypes":234,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":158,"latestOs":190,"latestCudaVersion":191,"latestFlashAttention":90,"latestOutputSpec":14},135.94,501.24,1.929,1.09,331.5,[72],{"modelId":4,"modelName":5,"hardwareId":236,"hardwareName":37,"frameworkId":56,"frameworkName":79,"quantization":237,"hardwareVramGb":14,"decodeTps":238,"prefillTps":239,"vramGb":240,"genSeconds":14,"modelUseCase":8,"ttftS":241,"ttfbGb":242,"mtpAcceptanceRate":14,"powerW":243,"sampleCount":56,"reproduceCount":56,"sourceTypes":244,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":245,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":59,"latestOutputSpec":14},103,"IQ2_M",102.29,417.96,31.58,1.664,0.82,129.6,[72],"v0.38",{"modelId":4,"modelName":5,"hardwareId":236,"hardwareName":37,"frameworkId":56,"frameworkName":79,"quantization":212,"hardwareVramGb":14,"decodeTps":247,"prefillTps":248,"vramGb":215,"genSeconds":14,"modelUseCase":8,"ttftS":249,"ttfbGb":250,"mtpAcceptanceRate":14,"powerW":251,"sampleCount":56,"reproduceCount":56,"sourceTypes":252,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":253,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":59,"latestOutputSpec":14},67.37,314.26,2.021,0.54,133.5,[72],"v0.39",{"modelId":4,"modelName":5,"hardwareId":236,"hardwareName":37,"frameworkId":38,"frameworkName":63,"quantization":64,"hardwareVramGb":14,"decodeTps":255,"prefillTps":256,"vramGb":257,"genSeconds":14,"modelUseCase":8,"ttftS":258,"ttfbGb":259,"mtpAcceptanceRate":14,"powerW":260,"sampleCount":56,"reproduceCount":56,"sourceTypes":261,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":262,"latestOs":112,"latestCudaVersion":14,"latestFlashAttention":59,"latestOutputSpec":14},100.6,448.02,25.91,2.498,0.8,111,[72],"v0.52",{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":56,"frameworkName":79,"quantization":64,"hardwareVramGb":30,"decodeTps":265,"prefillTps":266,"vramGb":257,"genSeconds":14,"modelUseCase":8,"ttftS":267,"ttfbGb":268,"mtpAcceptanceRate":14,"powerW":269,"sampleCount":56,"reproduceCount":56,"sourceTypes":270,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":150,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},110,15.77,62.48,0.507,0.13,63.1,[72],{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":56,"frameworkName":79,"quantization":272,"hardwareVramGb":30,"decodeTps":273,"prefillTps":274,"vramGb":275,"genSeconds":14,"modelUseCase":8,"ttftS":276,"ttfbGb":277,"mtpAcceptanceRate":14,"powerW":278,"sampleCount":56,"reproduceCount":56,"sourceTypes":279,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":245,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":59,"latestOutputSpec":14},"Q4_K_M",11.03,58.41,48.59,1.916,0.09,75.3,[72],{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":56,"frameworkName":79,"quantization":80,"hardwareVramGb":30,"decodeTps":281,"prefillTps":282,"vramGb":83,"genSeconds":14,"modelUseCase":8,"ttftS":283,"ttfbGb":277,"mtpAcceptanceRate":14,"powerW":284,"sampleCount":56,"reproduceCount":56,"sourceTypes":285,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":286,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},11.75,39.19,0.91,56.9,[72],"v0.30",{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":38,"frameworkName":63,"quantization":288,"hardwareVramGb":30,"decodeTps":289,"prefillTps":290,"vramGb":291,"genSeconds":14,"modelUseCase":8,"ttftS":292,"ttfbGb":293,"mtpAcceptanceRate":14,"powerW":294,"sampleCount":56,"reproduceCount":56,"sourceTypes":295,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":296,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},"IQ3_S",12.19,51.57,39.52,1.246,0.1,64.4,[72],"v0.47",{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":38,"frameworkName":63,"quantization":103,"hardwareVramGb":30,"decodeTps":298,"prefillTps":299,"vramGb":106,"genSeconds":14,"modelUseCase":8,"ttftS":300,"ttfbGb":301,"mtpAcceptanceRate":14,"powerW":302,"sampleCount":56,"reproduceCount":56,"sourceTypes":303,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":304,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},9.95,46.04,0.907,0.08,55.3,[72],"v0.45",{"modelId":4,"modelName":5,"hardwareId":264,"hardwareName":29,"frameworkId":38,"frameworkName":63,"quantization":272,"hardwareVramGb":30,"decodeTps":306,"prefillTps":307,"vramGb":275,"genSeconds":14,"modelUseCase":8,"ttftS":308,"ttfbGb":309,"mtpAcceptanceRate":14,"powerW":310,"sampleCount":56,"reproduceCount":56,"sourceTypes":311,"evidenceLevel":73,"updatedAt":74,"latestFrameworkVersion":312,"latestOs":190,"latestCudaVersion":168,"latestFlashAttention":90,"latestOutputSpec":14},9.21,45.35,0.818,0.07,53.6,[72],"v0.50",50,{"items":315,"total":56,"page":56,"pageSize":325},[316],{"id":317,"type":318,"title":319,"excerpt":320,"author":321,"replyCount":38,"createdAt":323,"lastRepliedAt":14,"resolvedAt":14,"editedAt":14,"model":324,"hardware":14,"variant":14,"record":14},42,"HELP","mammoth-1 \u002F elephant-1 这类「决策模型」值不值得进我们的路由层？","Baseten 这周放出的 mammoth-1（27B）和 elephant-1（9B）不是聊天模型——输入状态 + 一组问题，单次 shared-prefix prefill 输出每个选项的校准概率，pipeline 是 text-cla",{"nickname":322,"avatarUrl":14},"matrix_w","2026-10-22T15:34:40.187Z",{"name":5},20,{"items":327},[],{"items":329,"total":56,"page":56,"pageSize":38},[330],{"slug":331,"category":332,"publishedAt":333,"titleZh":334,"titleEn":335,"summaryZh":336,"summaryEn":337,"models":338,"hardwares":348},"recursive-flint-40b-2026-10-22","NEWS","2026-10-22T10:00:00.000Z","Recursive 发布 Flint：39.8B-A2.5B 编码 MoE，SWE-bench Pro v2 拿下 89.7%","Recursive ships Flint: a 39.8B-A2.5B coding MoE hitting 89.7% on SWE-bench Pro v2","10 月 21 日 Recursive 开源 Flint（Apache-2.0）——39.8B 总参、每 token 约 2.5B 激活的编码 agent 专用 MoE。发布评测：Terminal-Bench 2.1 54.9%、SWE-bench Pro v2 89.7%、SWE-bench Verified 74.2%。49 层里 35 层滑动窗口（513 token），社区 GGUF Q4_K_XL 25.1GB。TechCrunch\u002FWIRED 报道称主体由 AI 在不到 4 个月内构建。站内已收录并新增 22 条实测。","Recursive open-sourced Flint on Oct 21 (Apache-2.0), a coding-agent MoE with 39.8B total parameters and about 2.5B active per token. Release evaluations: Terminal-Bench 2.1 54.9%, SWE-bench Pro v2 89.7%, SWE-bench Verified 74.2%. Of its 49 layers, 35 use a 513-token sliding window; community GGUFs run Q4_K_XL at 25.1GB. TechCrunch and WIRED report it was largely built by AI in under four months. Logged on-site with 22 new runs.",[339,341,344,347],{"id":31,"name":340},"Qwen3.6-27B",{"id":342,"name":343},47,"Qwen3.6-35B-A3B",{"id":345,"name":346},92,"Flint-40B-A2.5B",{"id":4,"name":5},[349],{"id":350,"name":351},13,"NVIDIA RTX 5090"]