Responsible AI attribution frameworks & professional AI training
15 years consulting → 9 years Red Hat → 4 years Boston University. Training the next generation of professionals to use AI responsibly and effectively.
Every idea connects to another —exploring how 25+ years of platform innovation creates unexpected bridges between domains.
Recent insights on AI attribution, professional training, and responsible integration.
In 2015 I designed a governance model for a consulting collective with dynamic membership, shared ownership, and a rotating elected president. The consulting collective trend arrived a decade later. The structural problems I was trying to solve are the same ones people are running into now.
Most AI acknowledgments are too vague to be useful. Process transparency gives teams a practical, auditable way to describe human-AI work without pretending the model is an author.
Prompts are ephemeral — one issue, one prompt, one fix. Here's why I stopped treating them like durable artifacts and started putting them where they belong: on the issue itself.
Current AI attribution approaches fail to address real-world adoption challenges. While industry solutions like IBM's toolkit offer important first steps, they miss the social and professional dynamics that shape practice across different professional contexts. Drawing from my experience integrating GenAI across multiple courses and developing systematic attribution practices, here's what's missing from current research.
Getting started with containers? One cool way to start is by making a container that can run an application that is unavailable on your host operating system.
My journey from platform consulting to Red Hat engineering to Boston University initiatives has shaped a unique perspective on responsible AI integration. I focus on building attribution frameworks that make human-AI collaboration transparent and effective.
Learn More About My WorkSpeaking engagements, initiative partnerships, professional AI training, and consulting on responsible GenAI integration.
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