Multi-Agent – C4: Container, Code, Cloud & Context

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Multi-Agent Orchestration Patterns in Microsoft Agent Framework – Part 7

Posted on November 12, 2025 by Nithin Mohan TK 13 min read

Master the five orchestration patterns: Sequential, Concurrent, Handoff, Group Chat, and Magentic. Learn when to use each pattern.

Bedrock Multi-Agent Collaboration: From re:Invent Demo to Enterprise Production

Posted on January 14, 2025 by Nithin Mohan TK 21 min read

Amazon Bedrock Multi-Agent Collaboration reached GA at re:Invent 2024, enabling supervisor agents to orchestrate specialised sub-agents across enterprise domains. This is the production reality check: routing quality, token cost multiplication, failure modes that don’t surface until scale, parallel invocation patterns, and the compliance gap that catches regulated industry teams — Guardrails don’t propagate from supervisor to sub-agents.