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Productivity Systems

MHAP

Modular Human-in-the-loop Agentic Pipeline for complex workflows.

MHAP (Modular Human-in-the-loop Agentic Pipeline) is a framework that breaks complex workflows into modular phases, assigns specialized AI agents to each phase, and inserts a human subject matter expert validator between steps. This ensures quality, accuracy, and human oversight while leveraging AI for speed and scale. It has been successfully applied to software development, procurement, contracting, and case management.

Key Principles

How to Get Started

Identify a complex, multi-step workflow. Break it into clear phases. Define the inputs, outputs, and validation criteria for each phase. Assign or configure AI agents for each phase and establish the human validation checkpoint between phases.