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Multi-Agent Systems

5 articles

Four step AI pipeline where a bundle of information channels narrows from six to two across three highlighted boundaries, each annotated with added latency and dropped fields, above a segmented bar splitting total cost between steps and boundaries.

The hidden cost of context switching in AI workflows

Multi-step AI workflows lose information at every boundary. The handoff between steps is where accuracy degrades, latency compounds, and cost accumulates. Most teams do not measure it.

AI WorkflowsAutomationProduction AIAI ArchitectureMulti-Agent Systems
A bar chart of context window utilization across a sixteen step agent run, where the final four bars in warm orange break past the seventy percent compression threshold and press against the hard ceiling.

The token budget problem: why your production agents run out of room

Context windows are finite. Production workloads are not. Here is what actually breaks when an agent exhausts its budget, and three patterns that prevent it.

AI EngineeringProduction AIToken OptimizationContext WindowsMulti-Agent Systems
A descending output quality curve across one long agent run, marked with the onset points of hedging creep, instruction decay, and compounding hallucination, above three flat monitoring rows reading ok with zero alerts fired.

Why long-running AI agents fail silently

Long-running AI agents degrade silently: no errors, only drifting outputs. Here is how context pressure builds and how to catch it early.

AI EngineeringProduction AIMulti-Agent SystemsObservability
Five named agent boxes connected by sequential arrows, with one box collapsed and the entire chain failing downstream

Most multi-agent systems are sequential pipelines wearing a costume

Most 'multi-agent' systems are sequential pipelines with role-play prompts. Three diagnostic questions to tell the difference.

Multi-Agent SystemsAgentic ArchitectureProduction AI
Four multi-agent architecture topology patterns: hierarchical, mesh, pipeline, and star

Beyond Chatbots: Multi-Agent Architecture Patterns for Production

Single-model AI hits a ceiling fast. Four multi-agent architecture patterns we use to coordinate specialized agents in production.

Agentic ArchitectureMulti-Agent Systems