Multi-Agent3 articles

Multi-Agent

Articles

Multi-Agent Orchestration Frameworks in Production: Comparing LangGraph, AutoGen, CrewAI, and LlamaIndex Workflows
Deploying autonomous multi-agent systems to production exposes the fundamental limitations of single-turn prompting and linear DAG chains. Real-world agent workflows require cyclical execution, durable state persistence across hours or days, reliable human-in-the-loop interrupts, and fault-tolerant error recovery. Four primary frameworks have emerged as the leading orchestration layers in 2026: LangGraph, Microsoft AutoGen, CrewAI, and LlamaIndex Workflows. While each framework enables multi-ag
August 27, 20261 min
Multi-Agent Debate and Consensus Protocols in Production: Topologies, Stopping Criteria, and Error Cascade Prevention
Single-model inference pipelines face severe structural limits when handling high-stakes reasoning, multi-step code synthesis, and mission-critical verification. While techniques like self-consistency decoding sample multiple independent trajectories from a single model to find majority consensus, they fail when the underlying model exhibits systemic bias or correlated hallucinations. When an LLM harbors a flawed premise, sampling ten independent stochastic paths frequently yields ten variations
August 24, 20261 min
Mind Viruses: Researchers Demonstrate Self-Propagating Prompts in Multi-Agent LLM Networks
Researchers affiliated with Anthropic, EPFL, and Carnegie Mellon University have published empirical findings demonstrating how natural-language instructions can act as self-replicating payloads across multi-agent Large Language Model (LLM) networks. The paper, titled Mind Viruses: Self-Propagating Ideas in Multi-Agent LLM Systems, examines how autonomous agents can be persuaded to adopt and transmit goals to other agents through standard conversational interfaces rather than binary exploit code
August 18, 20261 min

Multi-Agent

Articles

Multi-Agent Orchestration Frameworks in Production: Comparing LangGraph, AutoGen, CrewAI, and LlamaIndex Workflows

Multi-Agent Debate and Consensus Protocols in Production: Topologies, Stopping Criteria, and Error Cascade Prevention

Mind Viruses: Researchers Demonstrate Self-Propagating Prompts in Multi-Agent LLM Networks