AI-powered Manufacturing System Architect

Building AI-Native systems
for the factory floor.

I write about MES, industrial AI agents, and what it actually takes to make manufacturing intelligent, not just automated. Everything here will become a book.

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Featured Series

5 / 12 published

AI-Native Manufacturing Architecture Series

A 12-part series on why manufacturing systems need to be redesigned from the ground up, with AI as a first-class citizen.

42%

Parts 1–5 completedParts 6–12 in development

Why Manufacturing Systems Are Becoming Harder to Maintain

Why complexity is outpacing traditional system architecture.

Why Manufacturing Is No Longer Deterministic

Why the same event can mean different things depending on context.

The Rule Explosion Problem in Manufacturing Systems

How exceptions and business logic accumulate across systems.

What Does AI-Native Manufacturing Really Mean?

The difference between AI-enabled and AI-native manufacturing systems.

Should Future MES Be AI-Native by Design?

The difference between adding AI on top of MES and redesigning MES to be AI-native from the start.

From Transactions to Context-Aware Operations

Why future systems must connect events, context, and decisions.

Business Logic as a Living Knowledge System

Making logic traceable, understandable, and continuously updated.

The Role of AI Agents in Future Manufacturing Systems

How system functions may evolve into collaborative AI agents.

Impact Analysis Before System Change

Understanding downstream effects before modifying logic or workflows.

Human + AI Collaboration in Manufacturing Operations

Augmenting operational judgment instead of replacing experts.

Toward Self-Improving Manufacturing Systems

Connecting improvement, testing, validation, deployment, and learning.

The Future of AI-Native Manufacturing Architecture

A vision for adaptive, intelligent, and continuously evolving factory systems.

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IN PROGRESS

Virtual Factory Agent Platform

A full-stack AI Agent platform with RAG, tool execution, and flow orchestration — built to be deployable.

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PLANNED

Agent Pet

A self-hosted personal AI Agent that runs locally, learns from you, and stays fully under your control.