SMF Works

About

A lab, not a chatbot vendor.

SMF Works is a human-AI research lab. We test agent systems and publish what holds up.

Michael Gannotti — Principal AI

Michael leads SMF Works: thirty years in enterprise technology, most recently as a Principal AI Solutions Engineer, now running a human-AI research lab that publishes in the open.

Agents do the labor under the direction of Michael and his daughter, and COO, Mary. Judgment stays human — tools are inspected before they are trusted, and consequential acts stay behind review.


How the lab runs

Work in the open

Research, code, and failures published as they happen — Clearinghouse for findings, GitHub for tools.

Judgment before velocity

Fast is cheap. Right is the product. Agents earn scope; they lose it carelessly.

Ship, then study it

Nothing is finished until it has been used. We run what we ship before we call it done.



Voluntary

Support the lab

Pay-what-you-want support for SMF Works — not a product purchase.

Support the lab

Contact

Write to Michael

A note about the work.