Agent存在的挑战 感知模块的探索不足:尤其是在处理代码这类特殊文本输入时,缺乏对树/图结构等高级输入模式的研究 角色扮演能力的需求:Agent常常需要在不同任务中扮演多种角色,如代码生成器,测试员等,这对Agent的多角色处理能力提出了挑战 知识检索基础的缺乏:许多场景下,缺乏一个权威且公认的,包含丰富相关知识的外部...
To date, LLM-based agents have been applied and shown remarkable effectiveness in Software Engineering (SE). The synergy between multiple agents and human interaction brings further promise in tackling complex real-world SE problems. In this work, we present a comprehensive and systematic survey on...
Computer science & software engineering: In the field of computer science and software engineering, LLM-based agents offer potential for automating coding, testing, debugging, and documentation generation [14,18,23,24,123–125]. ChatDev [18] proposes an end-to-end framework, where multiple agent...
We perform a survey of available formal theories and tools for multi-agent systems and derive a strong motivation for a new formal framework to support agent-oriented software engineering (AOSE). Several aspects of agent behavior in this framework have been inspired by the popular Belief-Desire-...
—Etienne Batisse, Engineering Manager at Pretto $10,000 Annual savings using Zapier for feedback management 2,000 Hours saved in a year with a single Zap Read full story Zapier lets us feel like we can do so much more with very little. The possibilities are endless. ...
Engineering platform engineering AI team member Category Coding Description GeniA is able to work along side you on your production enviroment, executing tasks on your behalf in your dev & cloud environments, AWS/k8s/Argo/GitHub etc. Allows you to enhance the platform by integrating your own tools...
Furthermore, a survey of the state of the art was then presented as a function of the framework. The conceptual framework proposes that pedagogical AI conversational agents can primarily be considered in terms of their pedagogical applications and their pedagogical purposes, which include pastoral, ...
Recognizing the potential competitive advantages of collaborating with AI-based agents that arise from their increasing capabilities, nearly every fifth German organization is already planning to use AI-based agents such as ChatGPTFootnote1in the future (Bitkom2023). However, a representative survey from...
Prompt Engineering:LLMs通常以自然语言为接口与人类进行交互,而这部分自然语言描述则被成为prompt。由于LLMs对prompt非常敏感,prompt细微的改动很可能就会带来差别很大的结果,因此prompt工程对于LLMs的使用非常重要[29][30]。通常来说,一个好的prompt应该是指令明确、需求清晰,操作具体、并且内容详尽的。推荐同学观看吴恩...
Large language models (LLMs) can answer expert-level questions in medicine but are prone to hallucinations and arithmetic errors. Early evidence suggests LLMs cannot reliably perform clinical calculations, limiting their potential integration into clinic