AI-Native Foundation
A practical program for AI fluency, responsible use, and confident application in everyday work.
Active work
AI Methodologist at Scaled Agile: Working on the AI-Native framework and courses focused on how organizations make AI usable, teachable, and valuable. Continuous Capability Assimilation: Developing the broader research and book track on how organizations absorb new capabilities into real work. Speaking and media: For conversations about capability change, AI value, workforce learning, and durable business value. AI engineering, product management, and technical systems: Connecting AI capability to product value, operating routines, learning, governance, and measurable outcomes.
The problems I am solving
A company can notice a new capability, fund it, train people on it, pilot it, and still fail to make it part of how the business runs. Continuous Capability Assimilation focuses on the related problems that appear after adoption begins.
Activity is not capability
Visible motion can hide the fact that the work itself has not changed.
Value can disappear after the pilot
The test is whether ordinary teams can keep producing value when the special project energy is gone.
Capabilities stay outside the system
Learning, governance, measurement, incentives, and operating routines remain disconnected from the work.
Recent publications
Agentic SDLC: Boundaries, Contracts, and Integration at AI Speed
A strategic framework for technical leaders navigating multi-agent software development, verification debt, and AI-assisted delivery.
The Local AI Advantage: Rethinking Enterprise AI Architecture with Specialized Model Fleets
Why enterprise AI architecture is moving from one massive model for every task toward routed fleets of specialized local and frontier models.
Making VSM the Diagnostic Engine of AI Transformation
How Value Stream Mapping can identify where AI should improve revenue, customer experience, and business flow instead of chasing disconnected use cases.
AI-Native programs
At Scaled Agile, my professional work includes developing the AI-Native framework and courses that help organizations build practical AI fluency, coordinate change, and prepare trainers to deliver the material clearly.
AI-Native Change Agent
A hands-on program for practitioners helping teams move from AI interest to business-ready outcomes.
AI-Native Trainer
A trainer-focused program for delivering AI-Native education with clarity, rigor, and consistency.