In the last post, we pulled pretrained models from public hubs and got results fast. Great for demos. But when you’re running multiple projects, retraining variants, and handing models between teams, you need something sturdier: an internal model registry. Think of it as a single place to track what models you have, which data trained […]
Tag Archives: API-driven architecture
👋 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 […]
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 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 […]
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 […]
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 […]







