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Building Production Multi-Agent Systems: Architecture, Tool Orchestration, and Telemetry in 2026

A comprehensive blueprint for orchestrating resilient, deterministic multi-agent systems with hierarchical graphs, tool checkpointing, state recovery, and OpenTelemetry evaluation pipelines.

FroznLabs Research & Systems Team FroznLabs Research & Systems Team • Feb 15, 2026 • 14 min read
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Claude

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ChatGPT

A general-purpose AI assistant for writing, code synthesis, research, and analysis.

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Benchmark Report Jan 2026

The AI Agents Market in 2025: Size, Trends and Opportunities

A comprehensive analysis of the AI agents market, including market size, growth drivers, key players and opportunities for builders and businesses.

Sample & Scope: 520 enterprise deployments and 1,200 developer surveys
44 citations verified Read Full Findings →