Part2: #dailyreport #agents #agent #agentsystems #multiagent
planning.
Most common approaches are reinforcement
learning and "Lead agent." It is a long-term process
that orchestrates short ones. There are a huge amount of
heuristics that the lead agent may choose to organize
work.
MCP is like RPC
Part1: #dailyreport #agents #agent #agentsystems #multiagent
#llms #systemdesign #softwaredesign #softwarearchitect
#systems #multiagents
Topic: Building Agent Systems and Model Context Protocol (MCP).
I see that designing AI systems is like normal software
development. We define business needs, boundaries, and
resources, but we think in an agent-oriented paradigm,
which is much more highly abstracted. For example, we
can define a party of agents with roles and rules,
adjusting only part of it at every task. We may choose
the level of abstraction to define a life form with its
goal, replication, ethics, and "self" conscious, or a
bunch of bacteria that just react to the
environment.
The question is how bacteria should learn
and adapt, and not to ask bacteria to think about
#Claude’s #Research feature uses a #multiagent system with an #orchestratorworker pattern, where a #leadagent coordinates specialised #subagents to search for information simultaneously. https://www.anthropic.com/engineering/built-multi-agent-research-system?eicker.news #tech #media #news
AI Peer Reviewer – Multiagent System for Scientific Manuscript Analysis
#HackerNews #AI #Peer #Reviewer #Multiagent #System #Scientific #Manuscript #Analysis
SpeechAgents: Human-Communication Simulation with Multi-Modal Multi-Agent Systems. Multi-modal LLM system simulates human communication using speech and generates human-like dialogues with consistent content, rhythm, & emotion.
Funnily, they also elaborate on a "think before you speak" design aspect. This might also be applicable to our everyday lives.
doi: 10.48550/arXiv.2401.03945
#LLM #multimodal #speechAI #multiagent #conversationalai
Maximizing AI Agent Application Development Efficiency with LangChain
https://developers.cyberagent.co.jp/blog/archives/54484/
#developers #エンジニア #AI_Agent #generativeAI #Hanoi_DevCenter #LangChain #LangGraph #Langsmith #MultiAgent #PromptEngineer
🚀 Introducing AgentKit! Because what the world really needs is yet another #JavaScript #framework to do what others already do, but with extra steps and a sprinkle of #MCP #magic. 🤦♂️ Now you can overcomplicate your #multiagent #networks while pretending to be productive. 🎉
https://github.com/inngest/agent-kit #AgentKit #Overcomplication #HackerNews #ngated
While I was researching #MultiAgent AI frameworks and trying to answer the question about 𝑺𝒆𝒎𝒂𝒏𝒕𝒊𝒄 𝑲𝒆𝒓𝒏𝒆𝒍 𝒗𝒔 𝑨𝒖𝒕𝒐𝑮𝒆𝒏, here is what I learnt:
#SemanticKernel is ready for production use. Microsoft Research supports #AutoGen, an #opensource framework. Early 2025: seamless transition from AutoGen to Semantic Kernel for enterprise-ready #multiagent solutions
https://devblogs.microsoft.com/autogen/microsofts-agentic-frameworks-autogen-and-semantic-kernel/
• Produces detailed reports with citations from 20+ sources to minimize bias
🛠️ Technical Features & Architecture
• #MultiAgent system with dedicated planner and execution agents
• Supports PDF, CSV, Excel, Word, PowerPoint & markdown files
testing out the new #Autogen Studio 0.4.3 and love the Agent Types provided. Looking forward to trying out Websurfer https://microsoft.github.io/autogen/stable/user-guide/autogenstudio-user-guide/index.html
Multi-Agent System: An Complete Guide For 2025
As we look towards 2025, Multi-Agent Systems (MAS) are poised to revolutionize various industries by enabling intelligent, autonomous collaboration between multiple agents or entities.
Tags: #ai, #llm, #multiagent
via Pocket https://ift.tt/k79u2xG
November 29, 2024 at 05:02PM
#OpenAI has published an open source framework for lightweight #multiagent systems (#LLM #agents of course)
https://github.com/openai/swarm
Just setup #Autogen Studio with #Docker: https://blog.finxter.com/how-to-set-up-autogen-studio-with-docker
Autonomous AI workers that talk to each other will arrive in 2025, Capgemini predicts
Autonomous AI agents that can communicate with other AI agents will arrive by 2025, Pascal Brier, Capgemini's chief innovation officer
https://www.cnbc.com/2024/07/22/ai-that-can-talk-with-other-ai-will-launch-in-2025-capgemini-predicts.html #AI #AIWorkers #multiagent #systems
AutoGen Studio by @MSFTResearch was released. It is a low-code interface for building multi-agent workflows to create, test, and share AI-driven solutions effortlessly with minimal coding.
https://www.microsoft.com/en-us/research/blog/introducing-autogen-studio-a-low-code-interface-for-building-multi-agent-workflows/
#AI #MultiAgent #TechInnovation #AutoGenStudio #MicrosoftResearch
physicist creates toy "decision making" model out of thin air... : -)
Freshly out: "A Novel Model for Novelty: Modeling the Emergence of Innovation from Cumulative #Culture" https://link.springer.com/chapter/10.1007/978-3-031-28719-0_16
— Kudos to Natalie Kastel for her first work with our Precision Psychiatry and Social Physiology team! — She will soon start a PhD with us, exploring Social #NeuroAI in #Multiagent Systems... 🚀
Sun Feb 19, 11AM ET, I will have a live Twitter/YouTube/LinkedIn/Facebook discussion with Prof. Moshe @vardi of Rice U., a Guggenheim, Kanellakis, Godel, Knuth Awardee (https://en.wikipedia.org/wiki/Moshe_Vardi) on pioneering #logic #CS #database #multiagent, #reasoning #verification #rice
