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Domain-Specific AI Agent-Based Systems Overview and Analysis

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Citations

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

“Mayhem” Declared Preliminary Winner of Historic Cyber Grand Challenge

https://www.darpa.mil/news/2016/mayhem-winner-cyber-grand-challenge

“Mayhem” Declared Preliminary Winner of Historic Cyber Grand Challenge

https://www.darpa.mil/news/2016/mayhem-winner-cyber-grand-challenge

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Multiple Agent Designs in Conversational Intelligent Tutoring Systems

https://files.eric.ed.gov/fulltext/ED616902.pdf

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

LegalAgentBench: Evaluating LLM Agents in Legal Domain

https://arxiv.org/html/2412.17259v1

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

“Mayhem” Declared Preliminary Winner of Historic Cyber Grand Challenge

https://www.darpa.mil/news/2016/mayhem-winner-cyber-grand-challenge

LegalAgentBench: Evaluating LLM Agents in Legal Domain

https://arxiv.org/html/2412.17259v1

LegalAgentBench: Evaluating LLM Agents in Legal Domain

https://arxiv.org/html/2412.17259v1

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

[PDF] Multi-Agent System for Medical Necessity Justification - ACL Anthology

https://aclanthology.org/2024.bionlp-1.4.pdf

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

Case Study: AI-Automated Contract Analysis with 98% accuracy

https://www.tucan.ai/blog/case-study-ai-automated-contract-analysis/

AI-powered contract analysis for in-house legal departments

https://legalsolutions.thomsonreuters.co.uk/blog/2024/02/29/ai-powered-contract-analysis/

LegalAgentBench: Evaluating LLM Agents in Legal Domain

https://arxiv.org/html/2412.17259v1

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

SmythOS - Multi-agent Systems in Supply Chain: Enhancing Efficiency and Responsiveness

https://smythos.com/developers/agent-development/multi-agent-systems-in-supply-chain/

Multiple Agent Designs in Conversational Intelligent Tutoring Systems

https://files.eric.ed.gov/fulltext/ED616902.pdf

“Mayhem” Declared Preliminary Winner of Historic Cyber Grand Challenge

https://www.darpa.mil/news/2016/mayhem-winner-cyber-grand-challenge

SciAgents: Automating Scientific Discovery Through Bioinspired Multi‐Agent Intelligent Graph Reasoning - PMC

https://pmc.ncbi.nlm.nih.gov/articles/PMC12138853/

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

Why Domain-Specific AI Agents Are Key to Business Success

https://vidizmo.ai/blog/why-domain-specific-ai-agents-are-key-to-business-success

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

Enhancing diagnostic capability with multi-agents conversational large language models | npj Digital Medicine

https://www.nature.com/articles/s41746-025-01550-0?error=cookies_not_supported&code=b8cbe321-6ea2-4d9d-94c0-91832fadd103

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

[2412.20138] TradingAgents: Multi-Agents LLM Financial Trading Framework

https://ar5iv.labs.arxiv.org/html/2412.20138

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

[PDF] Autonomous cyber defence: Beyond games?

https://www.turing.ac.uk/sites/default/files/2024-07/hicks-mavroudis-2024.pdf

DARPA competition shows promise of using AI to find and patch bugs

https://cyberscoop.com/darpa-competition-shows-promise-of-using-ai-to-find-and-patch-bugs/

TradingAgents: Multi-Agents LLM Financial Trading Framework

https://tradingagents-ai.github.io/

Why You Need Domain-Specific AI - Cube Blog

https://cube.dev/blog/why-you-need-domain-specific-ai

Insurance-Specific AI with Human-in-the-Loop Outperforms Generic AI

https://sortspoke.com/blog/insurance-specific-ai-with-human-validation-outperforms-generic-ai

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

ThinkTank: A Framework for Generalizing Domain-Specific AI Agent Systems into Universal Collaborative Intelligence Platforms

https://www.arxiv.org/pdf/2506.02931

LegalAgentBench: Evaluating LLM Agents in Legal Domain

https://arxiv.org/html/2412.17259v1

All Sources