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Beyond Black-Box Orchestration: Building a Local-First, File-Based Multi-Agent Factory in Python

Hacker Noon

TechnologyHacker Noon·Jun 7, 2026·1 min read

Beyond Black-Box Orchestration: Building a Local-First, File-Based Multi-Agent Factory in Python

The modern AI engineering landscape is experiencing severe API fatigue. The prevailing trend in multi-agent orchestration leans heavily on massive cloud dependencies, centralized vector databases, and complex state management platforms…

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