Zero passive video lectures. Interactive split-screen workspaces with live code execution, architectural visualizers, and cryptographically verified credentials upon completion.
Interactive Workspace Facets
Structured reading canvas
First-principles mental models, visual diagrams, and formal derivations.
Isolated code sandbox
Direct execution via Judge0 with deterministic automated assertion checks.
Interactive visualizers
Hands-on parameter exploration from attention heads to distributed nodes.
Verifiable credentials
Tamper-proof digital certificates signed with SHA-256 digests.
Threshold-based sticky mastery with automatic spaced review scheduling
Rankings reset every Sunday ·
2 tracks available

From linear regression to Transformers, RAG and modern LLM architecture

React, Next.js, TypeScript, Postgres & production deployment