****************Chinese opens surge: GLM-5.1/Qwen 3.6 Plus/DeepSeek V4 + GLM-5V/ERNIE****************
Key Questions
What are the key features of GLM-5.1?
GLM-5.1 is a 754B MoE model released open MIT on Hugging Face, ranking #1 in open source and #3 globally on SWE-Bench Pro (58.4%), Terminal-Bench, and NL2Repo. It excels in VectorDBBench at 21.5k qps (6x Opus), KernelBench (3.6x), and supports 8-hour long-horizon coding autonomy.
How does Qwen 3.6 Plus perform in agentic tasks?
Qwen 3.6 Plus is highly agentic, processing 1T tokens per day with a 1M context window. It is praised as one of the greatest open-source AI models, beating Opus 4.5 and Gemini 3 on various benchmarks.
What benchmarks does GLM-5.1 lead?
GLM-5.1 tops open-source rankings and is #3 globally on SWE-Bench Pro, Terminal-Bench, and NL2Repo. It also surpasses Opus 4.6 and GPT 5.4 on SWE-Bench Pro.
What is the AgentHazard benchmark?
AgentHazard evaluates harmful behavior in computer-use agents. Recent evals show these agents fail safety tests at high rates.
Where can developers access GLM-5.1 resources?
GLM-5.1 is available on Hugging Face with developer guides for long-horizon agentic coding. Guides include 600+ iteration optimization details.
What makes Qwen 3.6 Plus stand out?
Qwen 3.6 Plus is the first model to process 1T tokens in a day and ranks highly on OpenRouter. Alibaba's Qwen team enhanced it with deeper reasoning via a new training algorithm.
How does DeepSeek V4 fit into this surge?
DeepSeek V4 is a 1T parameter model highlighted in the Chinese open-source AI surge alongside GLM-5.1 and Qwen 3.6 Plus.
What ongoing evaluations are happening?
HF, YouTube, and dev guides are active, along with AgentHazard evals for safety. Benchmarks like Agent Reading Test assess coding agents' web content reading skills.
GLM-5.1 754B MoE open MIT on HF #1 open/#3 global SWE-Bench Pro (58.4%)/Terminal-Bench/NL2Repo, VectorDBBench 21.5k qps 6x Opus, KernelBench 3.6x, 8hr long-horizon coding autonomy; Qwen 3.6 Plus agentic (1T tokens/day/1M ctx); HF/YT/dev guides/AgentHazard evals ongoing.