Image created with gemini-3.1-flash-image-preview with claude-opus-4.7. Image prompt: Using the provided reference images, keep the authentic Sonoran Desert trail setting with saguaro, volcanic rock, and wide Arizona sky from the landscape reference, and the exact brown wooden post sign construction and ranger typography from the sign reference, but replace the header with bold ‘ZHIPU AI’ and trail entries reading ‘GLM-4 Ridge ▶ 1.3 mi’, ‘ChatGLM Saddle ▶ 2.8 mi’, ‘Tsinghua Overlook ▶ 4.6 mi’, with a small red paper origami crane perched on top of the sign post as if left by a previous hiker. Maintain photorealistic midday lighting, weathered sign surface, and the authentic preserve atmosphere of the references.
GLM-5V-Turbo Tech Report: Toward a Native Foundation Model for Multimodal Agents This report summarizes the main improvements behind GLM-5V-Turbo across model design, multimodal training, reinforcement learning, toolchain expansion, and integration with agent frameworks. These
https://x.com/Zai_org/status/2052426777654387168
📝 Agentic RL Infra Notes Insights from Zhihu Contributor 低级炼丹师 📝 🔍 Core Difference: Agentic RL vs Traditional RL • Traditional RL (RLVR): Single-time generation (answer → reward → update) — trains a “”response-generating”” model, no dynamic interaction. • Agentic RL:
https://x.com/ZhihuFrontier/status/2051691071634301064
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