Open-weight experimental preview of the Qwen4 architecture: hybrid-attention MoE (125B total, 6B active) with vision encoder for coding, agent tasks, and image and video understanding
Models
Every model in the catalog with source-linked pricing, context limits, provider availability, and published benchmark results.
Open flagship GLM for long-horizon coding agents and million-token context work
DeepSeek V4.1 Flash is a sparse mixture-of-experts model from DeepSeek, and the first built on the company's Causal Encoder-Decoder (CED) architecture. It activates 8B parameters on input and 16B on...
Beam 1.0 is Reflection's open-weight reasoning model for coding and long-horizon agentic workflows. It uses a sparse mixture-of-experts architecture with 501B total and 23B active parameters per token, and a...
Hy3 is a 295B-parameter Mixture-of-Experts model from Tencent (21B active, 192 experts with top-8 routing) built for reasoning, agentic workflows, and real-world production use. It supports a configurable reasoning effort:...
DeepSeek V4 Pro is a large-scale Mixture-of-Experts model from DeepSeek with 1.6T total parameters and 49B activated parameters, supporting a 1M-token context window. It is designed for advanced reasoning, coding,...
Dense 27B vision-language model for coding, agent tasks, and image and video understanding
Muse Spark Open is a coding-optimized open-weight model. Trained specifically for agentic coding workflows, it delivers higher first-attempt accuracy, reliable tool calling, and deep codebase understanding across the repos developers...
LongCat 2.0 is a sparse mixture-of-experts language model from Meituan, with 48B active parameters out of 1.6T total. It is suited for coding, repository-level changes, long-horizon problem solving, and agentic...
DeepSeek V4 Flash is an efficiency-optimized Mixture-of-Experts model from DeepSeek with 284B total parameters and 13B activated parameters, supporting a 1M-token context window. It is designed for fast inference and...
MiMo-V2.5-Pro is Xiaomi’s flagship model, delivering strong performance in general agentic capabilities, complex software engineering, and long-horizon tasks, with top rankings on benchmarks such as ClawEval, GDPVal, and SWE-bench Pro....
Muse Glimmer 30B is a dense, open-weight multimodal model from Meta Superintelligence Labs, distilled from Muse Spark and optimized for autonomous agents on consumer hardware. It is suited for long-horizon...
NVIDIA Nemotron 3.5 Lightning is an open mixture-of-experts model from NVIDIA, with 3B active parameters out of 30B total. It is suited for high-throughput agentic workloads and specialized tasks that...
| Model | Creator | Score | Inputs | Context | Input | Output | Released | Compare |
|---|---|---|---|---|---|---|---|---|
| Qwen3.8 Flash Nextalibaba/qwen3.8-flash-next | 91.7 | 262.144K | $0.1 | $0.2 | 2026-08-27 | |||
| GLM-5.2zhipuai/glm-5.2 | 91.2 | 1M | $1.195 | $4.183 | 2026-06-13 | |||
| DeepSeek: DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flash | 90.9 | 1.04858M | $0.02 | $1 | 2026-09-10 | |||
| Reflection: Beam 1.0 501B A23Breflection/beam-1.0-501b-a23b | 90.6 | 1.04858M | $0.25 | $1 | 2026-10-05 | |||
| Tencent: Hy3tencent/hy3 | 90.4 | 262.144K | $0.083 | $0.33 | 2026-07-06 | |||
| DeepSeek: DeepSeek V4 Pro 0423deepseek/deepseek-v4-pro | 90.1 | 1.024M | $0.209 | $0.418 | 2026-04-24 | |||
| Qwen3.8 27Balibaba/qwen3.8-27b | 89.2 | 262.144K | $0.04 | $1.35 | 2026-08-14 | |||
| Meta: Muse Spark Openmeta/muse-spark-open | 89.0 | 1.04858M | $1.25 | $4.25 | 2026-10-15 | |||
| Meituan: LongCat 2.0meituan/longcat-2.0 | 88.9 | 1.04876M | $0.3 | $1.2 | 2026-06-30 | |||
| DeepSeek: DeepSeek V4 Flash 0423deepseek/deepseek-v4-flash | 88.1 | 1.04858M | $0.091 | $0.182 | 2026-04-24 | |||
| Xiaomi: MiMo-V2.5-Proxiaomi/mimo-v2.5-pro | 86.6 | 1.05M | $0.304 | $0.609 | 2026-04-22 | |||
| Meta: Muse Glimmer 30Bmeta/muse-glimmer-30b | 83.5 | 131.072K | $0.3 | $1.2 | 2026-08-10 | |||
| NVIDIA: Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightning | 75.4 | 262.144K | $0.07 | $0.2 | 2026-08-11 |