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Multi-Agent Systems

41 summarised stories about Multi-Agent Systems, each linking back to the original source. Browse all topics →

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Tuesday, 28 July 2026

Perplexity's tokenmaxxing Model Council gives you multiple bot perspectives

The Register 2 months ago 40

Perplexity expanded its Model Council feature to its Computer platform, allowing users to select two to eight AI models to independently tackle a single question and receive a synthesis report showing where their conclusions agree or diverge. The expanded feature now costs between $0.01 and $22.75 per query depending on task complexity, and is available to Pro ($20/month), Max ($200/month), and enterprise users. Users can now compare multiple model perspectives on ambiguous questions like legal, financial, and engineering problems without relying on a single AI model's judgment.

Market surveillance agent with LangGraph and Strands on AgentCore

AWS 2 months ago 55

A technical tutorial demonstrates how to build a production market surveillance system by combining LangGraph for workflow orchestration with Strands agents for specialized reasoning, integrated on AWS AgentCore infrastructure. The system uses multiple specialized agents (security monitor, broker monitor, risk monitor, intel analyst) coordinated through a directed graph with checkpointed state management, where each agent has isolated context and predefined tools with parameterized SQL queries to prevent injection attacks. This architecture enables deterministic multi-step workflows with localized LLM intelligence, persistent error recovery, and human-in-the-loop review capabilities for financial compliance scenarios.

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