Most people know me as a software engineer. Automation.Systems.Infrastructure. That’s the visible side of my work at Subdomain Systems. But there’s a lesser-known fact: I’ve been producing music for 45 years. Long before AI.Long before streaming platforms.Back when creating a single track required studios, engineers, tape machines—and most unpredictably—human vocalists. And that last part has […]
26
Feb
Feb
We Started Building Infrastructure Past It. There’s a quiet shift happening in AI. It’s not about chatbots getting better at writing emails.It’s not about viral demos.It’s not even about model benchmarks. The real shift is architectural. We moved from AI as a tool to AI as infrastructure. And infrastructure changes everything. The Brain: The Model […]
18
Dec
Dec
And No One’s Asking Them to Slow Down Once upon a time—roughly five years ago—AI models were rare, exotic creatures. You knew them by name. GPT-2. BERT. ResNet. You could count the important ones without taking your shoes off. Fast-forward to today and… well… we have a situation. AI models are breeding like rabbits.Open-weight rabbits. […]
11
Nov
Nov
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 […]
AI & Analytics
Where Did ResNet34 Come From? A Look at the AI Model Repositories Powering Modern ML Workflows
25
Oct
Oct
👋 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 […]
20
Oct
Oct
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 […]
19
Oct
Oct
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 […]
AI & Analytics, Company News
From Demo to Dollars: How BBrant.com Proved the Power of AI-Enhanced Ecommerce
18
Oct
Oct
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 […]
AI & Analytics
The 75% Workforce Reduction Already Here: How Functional AI Pipelines Are Reshaping Work
09
Sep
Sep
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 […]
23
Jul
Jul
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 […]
