Natural language.Working software.
Workshops, resources, and hands-on sessions for builders, strategists, and teams entering the AI-native era.
Pick your expedition.
Four formats. One thesis - articulating what you want is the highest-leverage skill in building software.
Fall 2026 · Problem → Prompt → Prototype → Pilot
From Prompt to Prototype: The Cohort
Four weeks to ship a working tool that solves a real problem at your job — and the skill to build the next one without me. Join the founding waitlist.
For anyone new to vibe coding
Intro Workshop
Build a professional portfolio site from scratch with Claude and Lovable. No coding required.
ExploreDevs + technical teams
Technical Workshop
Prototype-led product development. Ship working software in hours instead of months.
ExploreLeaders, entrepreneurs, operators
Business Workshop
Vibe coding for business professionals. Do more with less. Move from idea to demo, fast.
ExploreMixed devs + non-devs
AWS Kiro Workshop
Spec-driven development with Kiro. Working Backwards meets AI-native dev.
ExploreTake the kit home.
Prompts, setup guides, learning paths, and checklists - everything you need to keep building after the workshop.

AJ Bubb
AJ Bubb is the founder of MXP Studio, a fractional AI strategy consultancy specializing in helping mid-market companies navigate AI adoption and digital transformation.
With 20+ years of innovation leadership experience from AWS and Accenture, AJ bridges the gap between technical capabilities and business impact through his Human+AI philosophy.
As host of the Facing Disruption podcast (15,000+ listeners), AJ focuses on practical AI implementation for leaders in healthcare, life sciences, and emerging technology sectors.
About MXP Studio
MXP Studio is a fractional AI strategy consultancy helping mid-market companies ($50–500M revenue) navigate AI adoption and digital transformation. We turn AI hype into practical business outcomes — shipping pilots, building internal capability, and integrating AI into your existing organization.
Our Human+AI philosophy recognizes that the future isn't about replacing humans with AI — it's about empowering people to work smarter, faster, and more creatively by partnering with AI tools.
This hub — vibecode.mxp.studio — is where we teach that practice publicly. Workshops, resources, and Built With AI community events for builders, strategists, and teams entering the AI-native era.
AI Strategy & Implementation
Digital Transformation Consulting
Executive Workshops & Training
Innovation Leadership Coaching
Need a speaker?
Need a strategist?
From keynote stages to executive workshops to fractional AI strategy - book time to talk about what your team needs.
Prefer 1:1? Book a strategy call →
The Four P's cohort takes you from a real problem to a deployed prototype in four weeks.
Explore the Cohort