All tags
Topic: "looped-transformers"
not much happened today
nanbeige-4.2-3b glm-5.3 stanford openai baseten bytedance agent-engineering curriculum-development software-engineering looped-transformers model-architecture recurrent-neural-networks chain-of-thought real-time-inference multimodality text-to-speech infrastructure agent-evaluation dynamic-intelligence-allocation open-source mihail_eric diyi_yang michaelryan207 harrystebbings enoreyes jerryjliu0 rasbt vikhyatk omarsar0
Stanford is formalizing AI-native software engineering with a major curriculum overhaul replacing 85% of Fall 2025 material to focus on agent skills, context engineering, MCP portals, agent-ready codebase design, agentic code review, security, parallel background agents, and software factories. Two new courses emphasize systems-oriented agent engineering over prompting, highlighting stateful intelligence allocation and dynamic task understanding. Rumors about OpenAI's Astra architecture describe it as a looped transformer, a modest architectural tweak similar to Nanbeige 4.2-3B with layer reuse and adaptive computation passes, clarifying that recurrence does not obscure chain-of-thought reasoning. Infrastructure updates include Photon 2.1 with text-to-speech and NVIDIA B200 support, and Baseten's GLM-5.3 Fast for real-time multimodal inference. ByteDance Seed's HarnessDev reframes agent evaluation around the harness rather than task completion.