not much happened today

**Moonshot's Kimi K2.6** is a major open-weight **1T-parameter MoE** model featuring **32B active parameters**, **384 experts**, **MLA attention**, **256K context window**, native multimodality, and **INT4 quantization**. It supports day-0 integration with platforms like **vLLM**, **OpenRouter**, **Cloudflare Workers AI**, and others, showcasing state-of-the-art performance on benchmarks such as **HLE w/ tools 54.0**, **SWE-Bench Pro 58.6**, and **Math Vision w/ python 93.2**. The model excels in **long-horizon execution** with over **4,000 tool calls**, **12+ hour continuous runs**, and **300 parallel sub-agents**. Meanwhile, **Alibaba's Qwen3.6-Max-Preview** previewed enhanced **agentic coding**, improved world knowledge, and instruction following, with notable performance on **AIME 2026 #15** and ranking in **Code Arena**. **Hermes Agent** is rapidly expanding its ecosystem, surpassing **100K GitHub stars** and integrating with tools like **Ollama** and **Copilot CLI**, while pioneering advanced multi-agent orchestration techniques such as **stateless ephemeral units**, **LLM-driven replanning**, and **dynamic context injection**. These developments highlight the competitive momentum of Chinese open and semi-open labs in coding and agent models.