12 guided interactive tutorials. From 'what is a residual stream?' to 'discover an original feature in Qwen3.6.' Every step validates your work. Finish and earn a badge you can cite on your CV.
Each Expedition is structured around doing, not reading. 80% interactive (click this feature, run this intervention, observe). 20% micro-lectures. Validation checkpoints prevent "I watched the video" completion; the platform verifies you actually manipulated the model.
1. The residual stream in 10 minutes · 2. Your first SAE feature · 3. Reading a Trace · 4. Suppressing overconfidence · 5. Circuit-level attribution · 6. Finding a new feature · 7. Writing an Expedition · 8. Cross-model feature matching · 9. RL from SAE rewards · 10. Adversarial feature detection · 11. Reproducing Gao et al. · 12. Publishing your first mini-paper.
Researchers who want readers to interactively re-derive their papers can author Expeditions. SDK handles traces, validation, and embedding lectures. First 10 contributors get promoted placement and revenue share from Olympics prize pools.
We prioritize researchers, educators, and safety teams who will use it publicly. Tell us what you want to build; we'll reach out when the beta opens.