Multi-Agent

External tools

Execution tooling is separate

Swarm Signal keeps the analysis layer. Use BoredTools for reusable production templates and trackers.

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SMAC-Talk Shows Agent Chat Is Not Coordination

SMAC-Talk Shows Agent Chat Is Not Coordination

SMAC-Talk adds natural-language communication and deception to StarCraft-style multi-agent evaluation. The result is a useful warning: agent chat can expose coordination failure as easily as it fixes

3 min read
Multi-Agent Systems for Supply Chain Optimization

Multi-Agent Systems for Supply Chain Optimization

Walmart fulfills 76% of orders from local regions with agent-driven logistics. Maersk saved $300 million. But only 23% of supply chain organizations have a formal AI strategy. Where multi-agent systems are delivering results.

13 min read
When AI Agent Swarms Actually Help

When AI Agent Swarms Actually Help

Compare single-agent and multi-agent architectures on complexity, cost, debugging, and when orchestration helps.

7 min read
AI Orchestration Patterns in 2026: What Survives Production

AI Orchestration Patterns in 2026: What Survives Production

The three orchestration patterns proven in production: sequential pipelines, parallel fan-out, and evaluator-optimizer loops. Trade-offs and kill-switch design.

1 min read
Multi-Agent Systems for DevOps: CI/CD, Incident Response, and Infrastructure Automation

Multi-Agent Systems for DevOps: CI/CD, Incident Response, and Infrastructure Automation

Komodor's Klaudia cut MTTR by 63%. Pulumi Neo dropped provisioning from 3 days to 4 hours. Where multi-agent DevOps is actually working in production.

12 min read
When to Use Multi-Agent vs Single-Agent Architecture: A Decision Framework

When to Use Multi-Agent vs Single-Agent Architecture: A Decision Framework

Your task's complexity determines whether multi-agent architecture is a force multiplier or an expensive way to make things worse. Most teams reach for multiple agents too early.

7 min read
Comparison diagram of single agent versus multi-agent AI system architectures and coordination patterns

Single Agent vs Multi-Agent Systems: When Swarms Actually Help

When do multi-agent systems outperform single agents? Benchmark data, cost analysis, and the coordination tax that most teams ignore.

12 min read
Multi-Agent AI Has a Security Architecture Problem That Better Models Won't Fix

Multi-Agent AI Has a Security Architecture Problem That Better Models Won't Fix

193 documented threats. Agent defection. Reverse SSH tunnels. Why better models won't fix multi-agent AI security — and what actually helps.

1 min read
Multi-Agent Orchestration: The Illusion of Cooperation

Multi-Agent Orchestration: The Illusion of Cooperation

A new benchmark from Tsinghua and Microsoft tests 16 multi-agent frameworks on tasks requiring genuine coordination. The median system spends 74% of its inter-agent messages on redundant state synchronization, and adding a third agent makes most pipelines slower, not faster.

3 min read
When Single Agents Beat Swarms: The Case Against Multi-Agent Systems

When Single Agents Beat Swarms: The Case Against Multi-Agent Systems

Stanford researchers found LLM teams fail to match their expert agents by up to 37.6%. Independent multi-agent systems amplify errors 17.2 times. The evidence for single agents over swarms is stronger than the industry admits.

5 min read
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