My father was operations manager at a gold mine in the inland of northern Sweden. During a visit to the mine, he didn’t just explain the process—he paused at something that stuck with me: it takes as little as 3 grams of gold per 1 ton of rock for mining to be worthwhile. Three grams. Out of a million grams of grey stone. That ratio has stayed with me ever since.
In the AI era, it feels more relevant than ever. We are drowning in data, models, prompts, agents, and possibilities—but real value is still extremely concentrated. What if just 3 KB of insight in 1 TB of data is enough to make data mining worthwhile? Or 0.25 seconds in a 24-hour day for a reflection to be worth writing down? Even when the work feels grey, repetitive, and seemingly uninteresting, there is gold beneath the surface. The question is whether we have the right tools, the right pickaxe—the right framework, process, and architecture—to distinguish the gold.
This talk takes its starting point in Pickaxe Principles – Thriving in the AI Gold Rush, but goes beyond the book by, among other things, using the journey of writing, launching, and scaling the book as a concrete case. The audience will follow how AI, workflows, agents, and automation are used in practice to move from experiments to coherent systems—with the goal of creating 2×, and in some areas 10×, real impact.
The focus is not on individual tools or models, but on the architecture that enables consistent value creation over time. We explore why many AI initiatives get stuck in short-term productivity, while few succeed in building systems where small insights accumulate, are refined, and grow in value. Often, it’s not the technology that fails, but the context: accountability, incentives, human judgment, and discipline in everyday work.
Using the gold rush metaphor as a framework—prospecting, mining, refining, and value creation—we discuss how architects can design socio-technical systems where people, AI, and organizations collaborate in a sustainable way.
After the talk, participants will leave not only with inspiration, but with concrete and directly applicable tools for how they can:
identify the “3 grams of gold” that create real value in their data, systems, and AI initiatives
discover and unlock potential in themselves and in people around them
design architecture, ways of working, and incentives that ensure small insights are actually captured, refined, and reused
build structures where consistency compounds—so that value grows over time, even when everyday work feels grey
The goal is for participants to return to their organizations with a shared language, a clear framework, and a practical starting point for gathering gold—in themselves, in others, and in the systems they are responsible for.