Democratized Data Science, Custom Software is the Future, and the Data Gene Rides Again

Every week brings a new AI model, a new benchmark, and a new reason to believe everything just changed. But for most companies, none of that matters if the people closest to the work can't use these tools to build something real.

In this episode, Rob and Justin walk through what democratized data science really looks like. Not dashboards. Not prompts. Actual analysis and custom software built around a specific problem, driven by someone who knows the data well enough to challenge the answers. The difference isn't the technology. It's the person driving it. Someone who understands the data, the domain, and how to spot bad answers before they turn into bad decisions.

That's where the data gene shows up again. When those people are empowered to build software fitted to how work happens, off-the-shelf tools stop feeling helpful and start feeling like friction. This episode is about noticing that shift while everyone else is still watching benchmarks.

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