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Academic Publication A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges
Research Abstract & Technology Focus
AI Semantic Synergy Context
Connecting this academic literature to real-world market discussions and products.
What are the best-practice architectural workflows for LLM-based contract compliance agents?
For LLM-based contract compliance agents, the most reliable architectures tend to combine structured document graphs, retrieval pipelines, and staged evaluation rather than relying on a single agen...
What are the best-practice architectural workflows for LLM-based contract compliance agents?
Designing a contract compliance agent is a high-stakes engineering task because "close enough" doesn't cut it in legal-tech. Your current dual-agent approach is a great start, but to handle the nua...
[Feature] Ollama / local model LLMAdapter
The request for an 'Ollama / local model LLMAdapter' highlights a significant market trend: the growing demand for running multi-agent workflows without 'depending on cloud APIs.' This caters direc...
Show HN: I built a tiny LLM to demystify how language models work
Cool project. I'm working on something where multiple LLM agents share a world and interact with each other autonomously. One thing that surprised me is how much the "world" matters — same model, s...
Llm-agents
The proliferation of LLM agents is driving critical discussions around their governance, security vulnerabilities like "Disregard That" attacks, and the architectural challenges of scaling distribu...
Frequently Asked Questions (FAQ)
Curated market intelligence mapped to this research.
What is the core focus of the research titled 'A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges'?
This literature focuses on: AbstractThe pursuit of more intelligent and credible autonomous systems, akin to human society, has been a long-standing endeavor for humans. Leveraging the exceptional reasoning and planning capabilities of large language models (LLMs), LLM-based...
Are there open-source GitHub repositories related to A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges?
Yes, open-source projects like THU-MAIC/OpenMAIC (Open Multi-Agent Interactive Classroom — Get an immersive, multi-agent learning experience in just one click) are actively building upon these concepts.
Which startups are commercializing the technology behind A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges?
Products like BAND are bringing this to market. Their focus is: Coordinate and govern multi-agent work in a single chat.
How is the concept of 'A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges' being discussed by engineers on StackExchange?
Yes, highly correlated activity was mapped. An entry titled 'What are the best-practice architectural workflows for LLM-based contract compliance agents?' discusses this: For LLM-based contract compliance agents, the most reliable architectures tend to combine structured document graphs, retrieval pipelines, and stag...
How is the concept of 'A survey on LLM-based multi-agent systems: workflow, infrastructure, and challenges' being discussed by engineers on Hacker News?
Yes, highly correlated activity was mapped. An entry titled 'Show HN: I built a tiny LLM to demystify how language models work' discusses this: Cool project. I'm working on something where multiple LLM agents share a world and interact with each other autonomously. One thing that surprised ...
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Commercial Realization
Startups and Open Source tools heavily associated with the concepts explored in this paper.
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GitHubTHU-MAIC/OpenMAIC
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GitHubnikmcfly/MiroFish-Offline
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Product HuntBAND
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Product HuntLobeHub