Lesson page
Responsive HTML, detailed prose, diagrams, citations
These are real engine outputs: live HTML scenes, final narration, captions, transcripts, source evidence, MP4 fallbacks, and editable project bundles.
Make one with your agent01 / CODEBASE → EXPLAINER
A coding-interview question becomes a visual lesson about timing contracts, monotonic clocks, pacing without drift, implementation structure, and the tests that prove it works.
Codebase evidence · narrated lesson · transcript
ElevenLabs Brian · measured cue timing
Inspect the open engine02 / TECHNICAL QUESTION → DOCUMENT + VIDEO
The detailed page can hold API shape and edge cases while the video builds the multi-joint mental model: one timestamp, vector positions, elementwise rates, and strict shape checks.
Detailed page · live video · worked example
ElevenLabs Brian · measured cue timing
Inspect the open engine03 / DOCUMENT → EXPLAINER
A flat interview prompt becomes a streaming data lesson: constant memory, adjacent-row state, invalid-sample handling, deterministic output, and boundary tests.
Source grounding · narrated video · captions
ElevenLabs Brian · measured cue timing
Inspect the open engineComplete learning courses
Each course combines source-grounded lessons, narrated explanations, practice, feedback, and a concrete finish line—not a playlist of disconnected content.
Move from the observation–policy–action loop through imitation learning, reinforcement learning, action representations, world models, and VLAs—then put the theory to work in a measured ANIMA-Kiwi build.
ETH Zürich theory × practical Kiwi capstone
Open the courseBuild the stack instead of treating it as a black box: scalar autodiff, language modeling, embeddings, training diagnostics, causal attention, byte-pair tokenization, a decoder-only Transformer, and honest evaluation.
Python · intermediate · build-first
Open the courseChoose a defensible wedge, run evidence-seeking customer discovery, build and benchmark a production-shaped serving MVP, model the economics, operate it under load, and earn the right to pursue custom silicon.
Advanced · technical founders and infrastructure leaders
Open the courseTrace the predictive loop from latent state and imagined rollouts through Dreamer, MuZero, JEPA, planning, physical AI, and VLAs—then build an evaluation matrix that separates useful capability from hype.
Advanced · AI engineers · source-grounded
Open the courseWhat ships with every project
Reproduce it, inspect it, edit it, render it elsewhere, or hand an exact scene selection back to Codex or Claude.
Responsive HTML, detailed prose, diagrams, citations
Deterministic HTML scenes with audio-master seeking
Editable HTML captions, WebVTT, and SRT
Segments, final word timing, waveform, pronunciation
Cue contact sheets, repeated seeks, visual findings
Portable source, storyboard, scenes, evidence, versions
Guided Studio
Select a semantic element at an exact timestamp, inspect its evidence and spoken cue, adjust structured properties, or attach “make this clearer” for your local agent to resolve.
Posters, transitions, chapters, and reorder
Waveform, cues, captions, and active words
Stable data-html-video-id targets
Teaching job, sources, comments, versions
Install one skill, point an agent at the material, and ask for a document, video, the combination, or a complete course.