
Shane Weickum
Good technology doesn't have to be bigger than the problem it's solving.
I build AI and technology that's efficient, reliable, and easy on the planet — choosing exactly as much computing power as a problem calls for, running it as close to home as I can, and reaching for something bigger and more powerful when that's genuinely the right call, not just the easy one.
My Philosophy
Why I care about edge computing
Most AI today runs far away, in enormous data centers, even for small everyday tasks. "Edge computing" simply means running technology closer to home — on your own device, or on nearby hardware — instead of always shipping everything off to a distant server.
Start simple
If a problem can be solved with straightforward, well-tested technology, that's where I start — before reaching for AI at all. Simple solutions are honest ones: easier to trust, cheaper to run, and far less likely to let you down.
Right-sized, not oversized
Not every task needs a massive AI model, and not every task should avoid one, either. I try to match the size of the tool to the size of the problem — sometimes that's something small and efficient, and sometimes it's genuinely a large, powerful model. What matters to me is that it's a decision, not a default.
Case studies
View allReal, working projects built the same way I build everything — kept simple, efficient, and only as complicated as they need to be.
Camera Math Solver
Point a camera at a printed math problem and watch it get solved live -- OCR and evaluation running entirely client-side, no image ever leaves the browser.
Brass Note Studios
A commissioned-songwriting studio, live in production — with a hand-built chatbot and an automated feedback loop that files, and then implements, its own fixes.
FreeLoom
Turns real-world, play-based learning into structured transcripts and portfolios for homeschool, unschool, and wildschool families — GPA, credit totals, and a shareable PDF, without ever calling an external AI API.
Looking to work together?
I also run Nodylus Automat/ons, helping small businesses use automation and AI thoughtfully — sized to what they actually need, never more than that.
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