Enterprise architect, AWS/Microsoft certified instructor, and AI systems pioneer sharing hard-won insights on building technology that augments rather than replaces human capability
Why single-personality AI fails at enterprise scale. Learn how personality-based architecture with isolated memory domains creates AI that actually understands organizational boundaries and workflows.
Stop forcing users into one interaction model. Discover how adaptive interfaces—from guided workflows to pure conversation—triple completion rates and user satisfaction.
What happens when AI stops waiting for commands and starts conversations? A paradigm shift from passive tools to active collaborators that transform user engagement.
After three decades architecting enterprise systems for companies like HBO, NBC Universal, American Express and CSX, I've learned that successful technology augments human capability rather than replacing it.
As a Microsoft MVP, AWS Solutions Architect, and certified instructor for both platforms, I've trained thousands of professionals. Now I'm focused on bridging the gap between AI's promise and its practical implementation.
My current work explores multi-pattern AI architectures that adapt to users rather than forcing users to adapt to them. The result: production systems with 70% completion rates where industry standard is 15%.
Founder of Kusog AI, where these principles power real-world applications.