MMLU vs OpenAI Academy：怎么选？

关于 MMLU

Agentic coding tools receive goals written in natural language as input, break them down into specific tasks, and write or execute the actual code with minimal human intervention. Central to this process are agent context files ("READMEs for agents") that provide persistent, project-level instructions. In this paper, we conduct the first large-scale empirical study of 2,303 agent context files from 1,925 repositories to characterize their structure, maintenance, and content. We find that these files are not static documentation but complex, difficult-to-read artifacts that evolve like configuration code, maintained through frequent, small additions. Our content analysis of 16 instruction types shows that developers prioritize functional context, such as build and run commands (62.3%), implementation details (69.9%), and architecture (67.7%). We also identify a significant gap: non-functional requirements like security (14.5%) and performance (14.5%) are rarely specified. These findings indicate that while developers use context files to make agents functional, they provide few guardrails to ensure that agent-written code is secure or performant, highlighting the need for improved tooling and practices.

LingBot-Map is a feed-forward 3D foundation model that reconstructs scenes from video streams using a geometric context transformer architecture with specialized attention mechanisms for coordinate grounding, dense geometric cues, and long-range drift correction, achieving stable real-time performance at 20 FPS.

Agents-A1, a 35B Mixture-of-Experts Agentic Model, achieves trillion-parameter-level performance through long-horizon trajectory scaling and heterogeneous agent ability scaling via a three-stage training approach involving supervised fine-tuning, domain-level teacher models, and multi-teacher distillation.

关于 OpenAI Academy

OpenAI Academy是OpenAI推出的免费AI学习平台，提供免费的AI课程帮助普通人掌握AI技能。OpenAI Academy提供丰富多样的课程，包括《ChatGPT Edu学术助手指南》《提示词大师课》等，内容短小精悍，适合碎片化学习。平台设有每周多场线上活动，如《老年人AI入门》等，方便用户与专家实时互动。OpenAI Academy的让AI真正落地应用，提升工作效率、解决公益难题，致力于让AI造福全人类。目前平台仅支持英文。

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核心功能

• 免费AI课程：提供海量的视频课程，如《ChatGPT Edu学术助手指南》《提示词大师课》等。
• 直播互动：每周举办多场线上活动，邀请专家讲解和互动，如《老年人AI入门》等课程。
• 社群交流：用户在社群中随时提问，与其他学员和专家交流。