My digital garden built around case studies — not screenshots.
I'm Will, AI Scientist & Backend Engineer focused on building systems that move real business metrics.
Every major decision is documented—because great engineers don't just build things, they explain why.
Read my journeyTraditional AI assistants rely on a 'Passive Request' model, where the system remains idle until a user provides a prompt. This creates a bottleneck of intent. For a Tony Stark-level assistant, the architecture must transition to an 'Active Perception' model—a system that maintains a continuous state of awareness and proactively intervenes in the user's workflow.
In an era of increasing software bloat, modern desktop environments often exceed 500MB of idle RAM and rely on thousands of dependencies. Even 'minimalist' tiling window managers have transitioned toward complex configuration parsers and heavy abstractions that obscure the underlying X11 protocol logic.
"Will is an exceptional engineer who pairs technical brilliance with long-term vision. He doesn’t just solve problems; he builds a knowledge base around them. By documenting the 'why' behind every solution, he’s empowered the team to scale efficiently and effectively eliminated the cycle of repeating past mistakes."
"Working with Will has been a career-defining experience. He didn't just help me meet my goals—he helped me shatter them in half the expected time. His ability to implement innovative scaling strategies completely transformed how I approach my business."
Scaling systems without scaling complexity · Navigating consistency vs. availability · Modernizing legacy models & codebases · Designing durable APIs for ML · Building teams that ship · Turning technical debt into strategic investment · Documenting the "why" for future-you
If you need someone to bridge the gap between complex AI research and scalable production architecture, let’s talk.