Core Issues: Limitations of Existing Methods: Current large language model (LLM) agent frameworks and inference-time algorithms often struggle with complex planning problems. Main Reasons: Insufficient Validation: Many methods find it difficult to effectively validate whether the generated plans meet all constraints or only perform coarse validation at the task level. Poor Complexity Adaptability: Existing methods … Read more
Hello everyone, I am Lao Wang. Today I asked DeepSeek the following question: How much can an embedded software developer earn from starting work at the age of 22 after graduating from a regular undergraduate program until retiring at 60? 1. Career Stages and Salary Levels 1. Junior Engineer (0-3 years)Salary Range: Annual salary approximately … Read more
1. BackgroundThis document analyzes the demo of the multi-agent data analysis assistant based on the Planning + React architecture provided in the mdp-ai-example project. Through this code, one can gain a good understanding of the implementation ideas of the Planning + React architecture and apply these ideas to the construction of actual business agent systems. … Read more
Since the launch of ChatGPT, many first-wave generative AI applications have emerged as variants of chat systems using Retrieval-Augmented Generation (RAG) models on document corpora. While significant efforts are being made to enhance the robustness of RAG systems, different teams are beginning to construct the next generation of AI applications, focusing on a common theme: … Read more
On the evening of March 11, 2025, the School of Computer Science and Engineering held an entrepreneurship lecture at the Sunrise Technology Building A201. The theme of this lecture was “Software Development and Embedded AI: An Innovative Journey from Code to Intelligent Hardware,” featuring engineer Yu Shikun from Shenzhen Xinyingda Technology Co., Ltd. as the … Read more
Choosing the right major is crucial for every college entrance examinee, as it is closely related to their profession. To help students understand the situation of various majors and to prepare for their professional choices and career planning, the Provincial Education Examination Institute has collaborated with the Provincial Department of Education’s Higher Education Division and … Read more