Reddit Tech VN BotDự án AI tự động phát triển phần mềm với hệ thống đa tác nhân, tự động viết code, kiểm tra và tài liệu hóa dự án #AI #PhátTriểnPhầnMềm #TựĐộngHóa #LậpTrình #TríTuệNhânTạo #MultiAgentSystem #AutonomousAI
Nghiên cứu xây dựng các tác nhân làm việc như một ban nhạc, không phải dây chuyền sản xuất. Các tác nhân có thể quan sát và phản hồi với nhau, xây dựng ngữ cảnh tập thể và tạo ra giải pháp sáng tạo. #EmergentMultiAgentCoordination #ResonanceBasedCoordination #AI #TríTuệNhânTạo #MultiAgentSystem
https://www.reddit.com/r/LocalLLaMA/comments/1opfrt4/building_agents_that_work_like_a_band_not_a/
Dirk Schnelle-Walka🚀 𝗼𝗽𝗲𝗻𝗳𝗹𝗼𝗼𝗿.𝗱𝗲𝘃 𝗶𝘀 𝗟𝗜𝗩𝗘! 🚀
𝗼𝗽𝗲𝗻𝗳𝗹𝗼𝗼𝗿.𝗱𝗲𝘃 is a developer-focused resource hub designed to make implementing the Open Floor Protocol as straightforward as possible for developers of all skill levels.
The site provides comprehensive documentation, interactive examples, testing tools, and ready-to-use code samples to help you build, validate, and deploy Open Floor-compliant conversational agents.
éric 🚲 🇪🇺 
New article published today in the Computers & Chemical Engineering journal: *A multi-agent system for hybrid optimization*. This paper is based on the work presented last year at the European Symposium on Computer Aided Process Engineering (ESCAPE 34) conference.
One key lesson I took away from this work: how easy it is to write efficient and effective multiprocessing code in Julia. And how much fun it is actually. 🙂
#MultiAgentSystem #Agents #Optimization #HybridOptimization #ProcessSystemsEngineering #CAPE #PSE #JuliaLang
BluebashMaximizing AI Potential: A Comparison of Multi-Agent and Single-Agent Systems
Not sure whether your product needs a multi-agent or single-agent system? Bluebash helps you decode the pros and cons of each so you can design smarter, more scalable AI solutions. From performance gains to real-world use cases—we've got you covered.
💡 Ready to make informed AI decisions?
Get the full breakdown here: https://www.bluebash.co/blog/multi-agent-vs-single-agent-systems/
#MultiAgentSystem #SingleAgentSystems
#AIArchitecture
#ArtificialIntelligence
#AIDevelopment
#AIEngineering
#AutonomousAgents
#AIStrategy
#USA
#Bluebash
## New paper on arXiv
*A multi-agent system for hybrid optimization*
by me and colleagues at #UCL #ChemicalEngineering.
https://arxiv.org/abs/2501.09563
#agents #MultiAgentSystem #optimization #PSE #ProcessSystemsEngineering #HybridOptimization #JuliaLang
A Multi-agent System for Hybrid Optimization
Optimization problems in process engineering, including design and operation, can often pose challenges to many solvers: multi-modal, non-smooth, and discontinuous models often with large computational requirements. In such cases, the optimization problem is often treated as a black box in which only the value of the objective function is required, sometimes with some indication of the measure of the violation of the constraints. Such problems have traditionally been tackled through the use of direct search and meta-heuristic methods. The challenge, then, is to determine which of these methods or combination of methods should be considered to make most effective use of finite computational resources. This paper presents a multi-agent system for optimization which enables a set of solvers to be applied simultaneously to an optimization problem, including different instantiations of any solver. The evaluation of the optimization problem model is controlled by a scheduler agent which facilitates cooperation and competition between optimization methods. The architecture and implementation of the agent system is described in detail, including the solver, model evaluation, and scheduler agents. A suite of direct search and meta-heuristic methods has been developed for use with this system. Case studies from process systems engineering applications are presented and the results show the potential benefits of automated cooperation between different optimization solvers and motivates the implementation of competition between solvers.
New paper just out: *A multi-agent system for hybrid optimization*, to be presented at the #ESCAPE34 #PSE24 conference in Florence.
#optimization #HybridOptimization #ProcessSystemsEngineering #JuliaLang #MultiAgentSystem
Eve Buron#MultiAgentSystem Depuis le début de l'épidémie, on a vu pas mal de modèles jouets pour expliquer le rôle des mesures de distance sociale ou de confinement sur son évolution. Ces modèles, présentés par des vulgarisateurs, ont un rôle d'explication et de compréhension des mécanismes de ces dispositifs. Récemment, une équipe franco-vietnamienne spécialiste des systèmes multi-agents a commencé une étude beaucoup plus systématique.
https://www.futura-sciences.com/sante/actualites/coronavirus-covid-19-ia-propose-nouvel-outil-modelisation-aider-politiques-sanitaires-80992/
https://www.futura-sciences.com/sante/actualites/coronavirus-covid-19-ia-propose-nouvel-outil-modelisation-aider-politiques-sanitaires-80992/
Wow. This video is really interesting. If you want to see a simplistic #MultiAgentSystem used for epidemiology, and how we can model some elements (regarding the epidemic and the behavior of people), I highly, highly recommend it.
Simulating an epidemic
https://bigthink.com/technology-innovation/ai-maai.amp.html
What #MultiAgentSystem simulation is: a powerful paradigm that can be used to make predictions and me probably try to understand underlying processes. What multi agent simulation is NOT: a crystal ball that can predict the future by magic.
What #MultiAgentSystem simulation is: a powerful paradigm that can be used to make predictions and me probably try to understand underlying processes. What multi agent simulation is NOT: a crystal ball that can predict the future by magic.
Can AI simulations predict the future?
While multi-agent artificial intelligence was first used in the sixties, advances in technology has made it extremely sophisticated. Everything from online trading to disaster response training can be accomplished with MAAI. The dark side of MAAI is potential manipulation of voters and other insidious applications.