Author Archives: subdomain

Where Did ResNet34 Come From? A Look at the AI Model Repositories Powering Modern ML Workflows

đź‘‹ Following Up on Our FastAI Tutorial In our last post, “How to Train a Basic Vision Model Using FastAI“, we walked you through a simple, fast pipeline for training an image classifier using FastAI. Many of you asked a great follow-up question: “Where did the resnet34 model come from — and how did you […]

The Future of Software Engineering: From Code Monkeys to Code Conductors

Once upon a time, a “software engineer” meant someone who typed syntax until something finally compiled. In the coming decade, that definition is going extinct. We’re entering the era of vibe coding — a world where engineers don’t just write code, they orchestrate it. AI handles the mechanical work. Humans supply the intent, direction, and […]

How to Train a Basic Vision Model Using FastAI

Following up on our previous article, “The 75% Workforce Reduction Already Here: How Functional AI Pipelines Are Reshaping Work”, we received a wave of questions about how to actually train a computer vision model — not just automate one. This post answers that — with a high-level, practical example showing how to train a basic […]

From Demo to Dollars: How BBrant.com Proved the Power of AI-Enhanced Ecommerce

When we spun up BBrant.com, it wasn’t supposed to make money. It was built as a sandbox—a place to test how far our AI substrate could push ecommerce automation, SEO, and product storytelling. Then it took off. Within weeks, the demo store began outperforming expectations—organically climbing search rankings, drawing in real shoppers, and turning optimized […]

The 75% Workforce Reduction Already Here: How Functional AI Pipelines Are Reshaping Work

The numbers are staggering. Across small and mid-sized companies, we’re now seeing a realized 75% reduction in workforce after implementing functional AI pipelines, with estimates climbing as high as 80–90%. This isn’t speculative. It’s happening today. Entire departments that once required teams of people are being compressed into streamlined AI pipelines that run in real […]

We’re Fully Booked — And Grateful.

At Subdomain Systems LLC, we’ve always believed in building smart, scalable AI solutions that help businesses not just keep up, but leap forward. Today, we’re proud to share some good news:Our client backlog is officially full. This means we’re temporarily pausing new client intake to focus on delivering exceptional results to the companies that have […]

MLOps for Small Business: From Experiment to Reliable AI in Production

Machine Learning isn’t just for the big players anymore. As tools become more accessible and open-source solutions flourish, small and midsize businesses (SMBs) are in a unique position to leverage AI without needing a massive data science team. But deploying a model isn’t the same as maintaining one. That’s where MLOps comes in—and it’s more […]

No Humans Required: The Rise of the 100% AI-Run Company

Why a Business With Zero Human Employees Is Closer Than You Think It sounds like a headline ripped from a dystopian sci-fi flick—or a pitch deck from a Silicon Valley VC who’s had too much coffee:A company, generating real revenue, operating at scale, with not a single human on payroll. But here’s the kicker: This […]

Trust & Transparency: Explainable AI in the Wild

Why Black Box AI Is Out—and Clarity, Confidence, and Accountability Are In Remember when “AI” meant a magical black box that just worked—or didn’t—and you had to shrug and move on? Those days are done. If you’re putting AI in front of customers, users, or regulators, you need more than clever math and marketing swagger. […]

Composable Infrastructure: Build IT Like LEGO

Why the Future of Business Tech Is Modular, API-Driven, and Infinitely Agile Remember when building IT meant pouring a concrete foundation, wiring everything up, and praying you’d guessed the right specs for the next five years? Yeah—nobody misses that. The future isn’t about locking yourself into massive, monolithic stacks. It’s about assembling the perfect solution […]