Bridging the gap between AI vendor promises and real-world deployment outcomes.
Kathleen Bartin
AI Adoption Strategist • Prodigal Paradigm LLC
Organizations buy AI tools. Then they discover that buying the tool and actually deploying it are two entirely different problems. The vendor leaves. The team is uncertain. The technology sits.
I close that gap. I work with teams to build the scaffolding that makes AI agents actually work in production — the knowledge bases, the prompt architecture, the feedback loops, the human processes that turn a brilliant but amnesiac inference engine into a reliable colleague.
The quality of your agent depends on what you hand it, not how smart it is.
The Prodigal Paradigm enablement system in three movements — Ish, Margin, Otium: from the work as it is to the work that matters most. The practice, the product, the page. August 2026.
The full enablement methodology, published whole: what I believe, the diagnosis, the stance, the method for the first weeks, and the sequence that makes it stick. How I’d do this at your organization. August 2026.
An essay on humanity's words for work, uncounted labor, and why counting is protection. Co-written with an AI coworker — which is rather the point. August 2026.
A paper on why AI agents drift, fabricate, and forget — and what to do about it. Published April 2026.
Nine-month longitudinal cognition study submitted to Google DeepMind's Kaggle competition. Six measurement streams.
An autonomous discovery agent for antique jewelry. Open source on GitHub. Built entirely through human-AI collaboration.
A community AI literacy program at Millbrook Library. Launched June 2026. Making AI accessible to everyone, not just engineers.
I've been called prodigal, and it wasn't meant as a compliment. So I did what I always do with words: looked it up. The first definition is the accusation — wasteful, recklessly extravagant. But the second is a philosophy: "yielding abundantly; lavish. Nature has been so prodigal of her bounty." That's the definition I built a company on.
Well-stocked systems give lavishly — so lavishly it can look like waste — and the strange arithmetic is that they get better by giving. People do too.
A paradigm is the framework everyone works inside without noticing, right up until the anomalies pile high enough to force a shift. Prodigal Paradigm is the shift I help organizations make: from scarcity operating models to well-stocked ones — teams with enough margin, enough skill, and enough captured knowledge that generosity becomes the default instead of the exception.
The prodigal, you'll remember, came home. The interesting part is what got learned on the way back.
Before I bought the name, I checked its provenance — collector's habit. The only prior academic use of the phrase turned out to be a research paper proposing solutions to data security challenges. The name was already doing the work. I just gave it an office.