Michael Roshak

Notes on building AI, IoT, and machine-learning systems that actually ship.

Latest writing

The Enterprise AI Stack Is a Control System, Not a Model
Aug 10, 2026

What a useful talk about production AI should cover: architecture, bounded autonomy, data readiness, evaluation, and the human decisions that hold it all together. Most enterprise AI diagrams put a foundation model in…

ai-agentsoftware-architecturemachine-learningenterprise-technologyartificial-intelligence
Your AI Agent Will Fail. The Real Question Is How Often.
Aug 08, 2026

A seven-step observability cookbook for measuring agent quality, finding failures, and deciding what “good enough” means in production AI observability is often described as a better way to find bugs. That is true, but…

observabilityai-agentsoftware-engineeringartificial-intelligencellmops
Rise of AI Agents
Aug 04, 2026

Why This Matters Rise of AI Agents. From the people who brought you LangChain and LangGraph — Deep Agents represents the next evolution in autonomous AI systems. In a blog post for Medium readers, the important thread…

artificial-intelligenceai-agentlangchain-agentsai-prompt-engineering
Choosing the right hardware for your Computer Vision Project
Jun 17, 2022

Photo by Brian J. Matis One question people have when they are developing an IoT device with computer vision on IoT device is to know the right camera for the device that works with the Algorithm. This can be a quite…

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