MMLU vs Monica：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.

Monica是一款由DeepSeek官方模型驱动的全能AI助手，它像一位懂你的老朋友，能记住每一次对话，无需重复解释便能理解你的需求。其核心功能包括深度记忆与个性化交互，通过持续学习你的偏好和习惯，提供越来越精准的答案；同时，它还能处理从日常问答到复杂任务的各种问题，覆盖信息查询、内容创作、问题解决等场景，并支持多轮连续对话，让交流更自然流畅。Monica适合所有需要高效获取信息或个性化协助的用户，无论是忙碌的职场人士、学生，还是希望简化日常事务的普通用户。你可以用它快速整理工作邮件、获取学习资料、策划旅行路线，甚至在闲时聊聊心事，它总能给出最贴心的回应，成为你随叫随到的智能伙伴。