Benny Cheung • 12/15/2025

Harmonizing Two AI Agent Systems - A Practical Journey

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This article details the practical integration of two AI agent systems: BMAD, with its deterministic workflows and 30 specialized agent personas, and PAI, with its intent-based natural language activation. It explains the layered architecture solution, implementation steps like intent-based routing and pre-extracted personas, and shares test results and lessons learned from harmonizing the systems.

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#AI Agents #Agent Orchestration #Layered Architecture
Harmonizing Two AI Agent Systems - A Practical Journey

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