The Quiet Revolution in Pharma: Causal Models for Faster, Safer Trials

pharmaceutical ai technology

Speed and safety in drug development have always been in tension. The faster you move, the more risk you introduce. The more careful you are, the longer it takes to bring treatments to the people who need them or your competition might just beat you. What’s changing now is how that balance is managed—and it … Read more

How to Future-Proof Your AI Stack for Regulation, Scale, and Sustainability

ai stack regulation

The rush to adopt AI has outpaced most teams’ ability to build systems that hold up under pressure. Short-term performance looks good in a demo, but when regulations tighten, data shifts, or scale demands real structure, the cracks show up fast. That’s where the real cost starts to creep in—through rework, patching, or tools that … Read more

You’ve Hit the AI Wall. Here’s What Top Tech Teams Are Doing Next.

top ai tech firms forward thinking

You train the model. It checks out in testing. Then things slow down. Performance drops in production. Teams start firefighting. That early momentum gives way to friction—technical debt, unclear handoffs, and systems that don’t hold up under pressure. It’s a common story, especially in environments that move fast. I’m Robb Fahrion, CEO of a lead … Read more

What Comes After LLMs? Mapping the Landscape Beyond Generative AI

I’m Robb Fahrion, CEO of a demand generation agency, Partner of an AI consulting company, and an investor focused on emerging tech with long-term staying power. Over the last few years, I’ve spent time exploring where AI is headed—not just in terms of what gets headlines, but what quietly shapes the future of enterprise systems … Read more

The Fastest Way to Go from Prototype to Production Without Burning Out Your ML Team

machine learning prototype to production

Getting a machine learning prototype to work in a controlled environment is one thing. Getting it to run in production—without draining your team or duct-taping together half-broken workflows—is something else entirely. I’ve seen this friction up close more times than I can count. I’m Robb Fahrion, CEO of a revenue generation agency, Partner of an … Read more

How Neuroscience Is Rewiring AI Design: The Case for Biologically-Inspired Agents

neuroscience rewiring ai

Hi there, this is Robb Fahrion. I am a Partner in Migration,CEO of a digital marketing agency, Partner of an AI consulting company and someone who’s spent the last few years diving deeper into the mechanics behind emerging tech—especially the kind that’s shifting from lab concept to real-world value. Lately, I’ve been looking into AI … Read more

Why Your Models Keep Failing in Production—And How to Fix It with Causal Reasoning

causal reasoning definition

We’ve all heard the promise: train the model, deploy, disrupt the industry. But here’s the secret—most AI models never make it to production. And the ones that do? They often stall out under the weight of real-world complexity. The problem isn’t that AI lacks potential. It’s that most of what’s called AI today is brittle, … Read more

Why Causal AI Could Be the Next Major M&A Battleground

causal ai mergers acquisitions

Hello, Robb Fahrion here again. I am the CEO of a digital marketing agency and an investor focused on where emerging tech meets practical, long-term value. I’ve spent years helping companies grow—and now, I spend just as much time looking at the tech under the surface that will drive the next wave of smarter business. … Read more

What Is Active Inference and Why Should Machine Learning Engineers Care?

active inference why machine learning engineers should care

As someone who’s spent years building digital marketing strategies—and more recently investing in tech that’s reshaping how business actually works—I’ve developed a habit of digging deeper when something keeps surfacing in the right conversations. Lately, that’s been active inference. It’s showing up not just in academic circles, but in early-stage AI systems built for decision-making, … Read more

The Rise of Cognitive Agents: From Scripts to Self-Evolving Intelligence

cognitive ai agents

I’m Robb Fahrion—CEO of a digital marketing agency and Partner of an AI consulting company, someone who’s spent the last decade helping companies grow through smart strategy and execution, and these days, a curious investor tracking where real innovation is happening. Over the past decade, I’ve built and scaled digital marketing agencies for businesses, and … Read more