Enterprise AI: The Work Begins After the Demo
A practical framework for moving an AI prototype into a dependable workflow, with clear ownership, evaluation, and risk controls.
Ideas at the intersection of technology and culture
Marvis Huff
Writing about practical AI, digital change, astronomy, and literature—with curiosity, care, and clear sources.
Recent writing
Agentic AI Needs Clear Decision Boundaries
How to define permitted actions, escalation points, and human oversight for AI agents used in real workflows.
Light Travel Time: How the Night Sky Shows Cosmic History
Why looking at distant stars and galaxies means observing light that began its journey long ago.
A Story Is Not a Telescope
A short reflection on what literature can help us notice—and what it cannot prove.
Topics
AI systems in real workflows
Practical questions about decision boundaries, evaluation, governance, and delivery.
Explore the technology essaysLooking outward, looking back
Accessible notes on light, telescopes, and the history written across the sky.
Read the astronomy essayReading with attention
Short reflections on stories, evidence, imagination, and how we see.
Read the literature essayAbout the publication: This independent site focuses on ideas and writing. It does not publish personal contact details or identify an employer. Claims in sourced essays link to references.