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// Hacker Noon · 7 June 2026

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

The Problem: Modern multi-agent AI engineering suffers from heavy cloud API dependency, token budget volatility, and black-box state systems that are incredibly difficult to debug when a runtime pipeline fails midway. The Solution: An architectural breakdown of Agent Business Factory, an open-source...

Hacker Noon
@hacker-noon · Rumiza Shakeel Shaikh
hackernoon.com
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Hacker Noon@hacker-noon

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