AI AI Toolkit
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Model Watch

Weekly LLM rankings, capability comparison and benchmarks. Track GPT, Claude, Gemini and domestic model updates.

Rankings
Benchmarks
📅 50 models
Updated 2026-10-19

Kuaishou's Kling AI officially launched video model Kling 4.0; a partial Flash trial was opened to some black-gold and Ultra annual users in late September. The reviewer found gains in three areas: up to 30-second one-take output, better physics detail in complex scenes, and improved motion continuity plus up to 10 multi-frame references.

📰 公众号:数字生命卡兹克 · 10/16/2026

Arena announced Meta’s Muse Spark Open has entered the agent arena where users can test it live and vote, with official scores to follow. The model has 816B total and 42B activated parameters, a 1M-token context, and native multimodal support for image, audio, and documents.

📰 X:Arena (@arena) · 10/16/2026

Meta released and open-weighted Muse Spark Open, available on Hugging Face under the Muse Model License. It has 816B total and 42B activated parameters, a 1M-token context, targets coding and agent workflows, natively supports image, audio, and document multimodality, and adds safety post-training versus the August version.

📰 PyTorch:Blog(RSS) · 10/16/2026

ARC Prize published Gemini 4 Argon results on ARC-AGI (Verified): 97.5% on ARC-AGI-3 via provider adapter harness (cost 4.8K USD), 49.8% on the standard harness; 91.3% on ARC-AGI-2 at 0.32 USD per task; 98.5% on ARC-AGI-1 at 0.16 USD. DeepMind is the second frontier lab past 95% on ARC-AGI-3.

📰 X:ARC Prize (@arcprize) · 10/16/2026

StepFun reposted FeatherlessAI news that Step 5 Preview is live there, served at FP8 precision. The open-weight model is a 600B sparse MoE with 27B activated per token, aimed at long-horizon agents, frontier-level on software engineering and expert knowledge work (especially finance); per Artificial Analysis its cost per task is about 1/6 of Claude Opus 5.5, with intelligence on par with Kimi K3.

📰 X:阶跃星辰 StepFun (@StepFun_ai) · 10/15/2026

ARC Prize published DeepSeek V4.1 Flash results on ARC-AGI (Verified): 72.9% on ARC-AGI-2 at $0.13 per task, and 94.5% on ARC-AGI-1 at $0.07 per task. Versus V4 Flash's best, ARC-AGI-1 is +5.5 points and ARC-AGI-2 is +11.5 points, but per-task cost is about 250% higher.

📰 X:ARC Prize (@arcprize) · 10/6/2026

Arena announced Mistral's Mistral Large 4 is now in the Agent Arena, where users can test and vote, with scores to follow. The model is a 1T-parameter, 49B-active native multimodal open-weights model, also available in Code Arena's WebDev, Text, and Vision tracks.

📰 X:Arena (@arena) · 10/6/2026

Google released Gemini Nano Banana 2.1 (gemini-nano-banana-2.1), positioned as an efficient image-generation and conversational-editing model and an update to Nano Banana 2 (gemini-3.1-flash-image). The older image model will be deprecated on October 29, 2026.

📰 Gemini API:更新日志(网页) · 10/6/2026

Mistral released Mistral Large 4 (Research Public Preview). On the Artificial Analysis Intelligence Index it scores 38, on par with GPT-6 Luna (max, 38), and is called the smartest model outside the US and China. Open 1T-parameter (49B active) weights are planned by end of October.

📰 Artificial Analysis 完整文章(网页) · 10/6/2026

Liquid AI released the d1 decision model, adding text and image inputs to its prior capabilities, accessible via console.liquid.ai and the d1 Playground. The model targets tasks that require seeing, reasoning and deciding together.

📰 Liquid AI 模型与工程博客(网页) · 10/5/2026

Artificial Analysis locally evaluated Alibaba's Qwen-Image-2.1, released open-weight on Sept 20, which ranks 18th on both AA-Image-T2I v2.0 and AA-Image-Editing v2.0 and is the top open-weight model on both, ahead of Ideogram 4.0 (Quality) and HunyuanImage 3.0 Instruct.

📰 X:Artificial Analysis (@ArtificialAnlys) · 10/2/2026

Arena announced Xiaomi MiMo-V2.6-Pro and MiMo-V2.6-Flash on Agent Arena. Pro nets +3.17% over 8.1K real agent sessions, ranking 5th among open-weight models, up 9 places from MiMo-V2.5-Pro (-7.23%); its Confirmed Success score +7.35% leads open-weight models.

📰 X:Arena (@arena) · 10/2/2026

Artificial Analysis data shows GPT-6.1 Sol's cost per task is about $0.72, roughly 30% lower than GPT-6 Sol at $1.05, which is already about half of GPT-5.6 Sol at $1.99.

📰 X:Artificial Analysis (@ArtificialAnlys) · 10/1/2026

Google DeepMind released Gemini 3.8 Flash TTS and Gemini 3.8 Flash-Lite TTS, two text-to-speech models that let users design voices from scratch with natural-language prompts, clone a voice from a 30-second sample, and offer line-by-line performance direction, long-form audio, and two-speaker staging across 100-plus languages.

📰 Google DeepMind:Blog(RSS) · 9/23/2026

Xiaomi released MiMo-V2.6 Pro and Flash, open-weight full-modal models trained via large-scale trial-and-error learning; Pro scores 46 on the Artificial Analysis Intelligence Index, the highest among open-weight models, and matches Claude Opus 5 and GPT-5.6 Sol on most agent benchmarks.

📰 X:Aravind Srinivas(Perplexity CEO) (@AravSrinivas) · 9/23/2026

Qwen released Qwen-Audio-3.1 covering ASR, TTS, and Realtime, and added audio-creation models TTS-Next and ASR-Next, for a total of five models spanning understanding, generation, interaction, and creation. Prices dropped sharply: TTS about 70% off, Realtime about 85% off, ASR up to 95% off; Realtime can listen while speaking and slow down with empathy when low mood is detected.

📰 X:通义千问 / Qwen (@Alibaba_Qwen) · 9/23/2026

Qwen's team publicly released Qwen-Image-2.1 with free, open weights that unify text-to-image and image editing in one model, using a 7B visual component and natively supporting generation and editing of transparent images, with up to 10 reference images and local, scribble, or independent masks.

📰 Qwen:Blog Retrieval(API) · 9/20/2026

Chinese AI lab StepFun released Step 5 Preview, a flagship base model using a sparse multi-expert architecture with 600B total and 27B active parameters, supporting a 1-million-token context and text plus vision input, scoring 44 on the Artificial Analysis Intelligence Index and ranking top three among openly usable models at one-eighth the cost of Claude Opus 5.

📰 公众号:阶跃星辰(Step) · 9/20/2026

Qwen released the next-generation native omni model Qwen3.8-Omni-Flash, supporting text, image, audio, and video input with a 1M-token context. Its average score across 29 benchmarks rose over 25 percent versus Qwen3.5-Omni-Plus, while audio input price per hour fell over 98 percent and audio-video input price over 93 percent.

📰 Qwen:Blog Retrieval(API) · 9/18/2026

Microsoft AI CEO Mustafa Suleyman argued against the "model welfare" idea, saying AI has no consciousness, feels nothing, and experiences no pain, and granting it a right to care would make alignment and control harder or impossible.

📰 X:Mustafa Suleyman(Microsoft AI CEO) (@mustafasuleyman) · 9/16/2026

DeepSeek HuggingFace free DeepSeek -V4.1-Flash model Baseten Model call interface s shipped 552B parameters prefill 8B decode 16B 1M token context supports image

📰 Baseten 工程博客(网页) · 9/12/2026

WorkBuddy announced DeepSeek V4.1 -Flash shipped free trial DeepSeek said V4.1-Flash DeepSeek call interface supports native capability

📰 X:Tencent WorkBuddy (@WorkBuddy_AI) · 9/10/2026