LINC-Rings

Most multi-disciplinary careers look scattered from the outside. LINC-Rings is a framework for proving they're not. This research guide walks you through Sandeep Swadia's Link Test, a diagnostic for whether your interests reinforce one another, and The Rings, a visual mapping layer that shows how your skills move from raw inventory to recurring operating modes.

No technical background required. Optionally, try applying the framework to your own interests using the LINC-Rings Web App — a simple, interactive companion to this guide. The source is open and available on Rainbokeh's GitHub for those who want to contribute.

This research guide is provided free of charge. As AI reshapes how we work across nearly every field and industry, aligning with our own interests and passions matters more than ever. After checkout, the PDF will be sent to the email you provide.