Onboard the world. From "what is an activation" to "discover a new feature" in 90 minutes.
Education-first, not PhD-gated. The student in Mumbai on a phone should finish their first Expedition in 15 minutes. Gamified discovery. Olympics-style leaderboards. Reproducibility that lasts forever.
Interactive tutorials with validated checkpoints and badge awards. 12 guided paths from zero to contributor.
Monthly feature-hunting challenges with leaderboards and prizes. Kaggle for mechanistic interpretability.
Researchers lecture inside the tool. Real-time Q&A. The interpretability course that runs in the same browser as the data.
Every trace, circuit, recipe, and notebook hashed forever. "This visualization I made in 2026 still renders identical in 2030." Free forever.
"discovers a hallucination feature in GPT-5 that nobody has seen — publishes a mini-paper embedded in the platform — and has three DeepMind researchers commenting in real time."
That's the north star for Academy. Everything — the 15-minute first Expedition, the mobile-first layout, the Olympics leaderboard, the Reproducibility Vault that never decays — is optimized toward that one scene.
Guided interactive tutorials, from "what is a residual stream?" to "discover an original feature in Qwen3.6." Validated checkpoints, badge awards.
Challenge + leaderboard + prizes. "Find the feature that makes Qwen3.6 hallucinate on medical QA." Kaggle for mech interp.
Every artifact hashed, pinned, and served forever. The interpretability reproducibility crisis — solved.
We're building an Expedition author SDK. If you publish interpretability work and want a tutorial that lets readers re-derive your result interactively, email us.
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