Multi-agent tool orchestration has crossed from demo to production reality. Here's the supervisor-worker mesh architecture, the MCP tool design rules, and the context rot problem nobody warns you about — with code you can ship today.
Oktay Ateş
Your autonomous AI agents are one bad decision away from a painful postmortem. Human-in-the-loop approval gates are the production safety pattern blowing up on Hacker News — here's how to implement them with real code before something expensive goes wrong.
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LangChain or LangGraph? If you're building a serious AI application, this is the first real architectural decision you'll face. Here's the practical breakdown: when each framework wins, where they fail, and why most production systems end up using both together.
Oktay Ateş