Adaptability

Stop Replacing Your Predictive Models with LLMs. They’re Not Magic.

The illusion of LLM universality is driving a dangerous trend: replacing proven predictive models with generative AI. In data-intensive industries, LLMs lack the statistical calibration, private data learning, and reproducibility required for operational decisions. The real value of LLMs isn’t replacing the compute step, but enhancing how we interact with and explain the data.

Everyone’s Building AI Models. That’s Exactly the Problem.

Poolside’s Model Factory concept reveals an uncomfortable truth: while everyone obsesses over AI model performance, the real moat is the infrastructure that produces, deploys, and iterates on models at scale. The model is the product; the factory is the company. If you’re not building one, you’re just buying parts — and parts don’t compound.

The Saber-Toothed Cat Didn’t Go Extinct Because It Was Weak. It Was Too Good at Being Strong.

The saber-toothed cat’s extinction wasn’t due to climate or competition—it was genetic suffocation from inbreeding. New research shows that extreme specialization created a fatal fragility. This is a biological warning for organizations: success breeds homogeneity, and homogeneity kills adaptability.