Structured Visual Knowledge Engine

Learn 2-hour deep dives in ~10 minutes.


YouLearn transforms hours of unstructured lectures, technical talks, and papers into rich, interactive visual learning pages with timelines, diagrams, and code.

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6
Structured Modules
6.1h
Original Lectures
5.3h
Time Saved
86%
Avg Compression
Showing 6 learning experiences
youtube·Andrej Karpathy
Featuredintermediate
How Transformers Work & Deep Architecture from Scratch
1h 56min~14 min
88% faster
AI10 Visual Sections

How Transformers Work & Deep Architecture from Scratch

A visual engineering guide to Self-Attention, Positional Encoding, and modern LLM architecture.

Transformers replaced sequential recurrence with Query-Key-Value dot-product attention, allowing every token to communicate with all previous tokens simultaneously in parallel matrices.
#LLM#Attention Mechanism#Deep Learning#Neural Networks+1 more
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youtube·Donella Meadows Institute
beginner
Systems Thinking & High-Leverage Decision Architecture
1h 14min~9 min
88% faster
Business10 Visual Sections

Systems Thinking & High-Leverage Decision Architecture

Mastering feedback loops, stock-and-flow dynamics, and the 12 leverage points in complex systems.

Complex systems exhibit policy resistance because intuitive fixes push on low-leverage parameters (numbers and constants) instead of shifting information flows, rules, and paradigm goals.
#Mental Models#Complex Systems#Feedback Loops#Strategy+1 more
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youtube·Harrison Chase
advanced
Building Production-Ready Multi-Agent RAG Architectures
52 min~7 min
87% faster
Programming10 Visual Sections

Building Production-Ready Multi-Agent RAG Architectures

Self-corrective retrieval, semantic routing, vector reranking, and stateful agent graph orchestrations.

Naive RAG fails because vector similarity is not relevance. Production architectures require agentic loops: query rewrite -> hybrid retrieval -> neural reranking -> document grading -> generation -> hallucination check.
#AI Agents#RAG#Vector Databases#LangGraph+1 more
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youtube·Andrej Karpathy
Featuredbeginner
Intro to Large Language Models: Pre-training, RLHF & LLM OS
1h~8 min
87% faster
AI10 Visual Sections

Intro to Large Language Models: Pre-training, RLHF & LLM OS

A foundational masterclass on how base models are trained, aligned into assistants, and scaled into the kernel of a new operating system.

An LLM is a lossy compression of the internet that is transformed from a wild document-completer into a helpful assistant through Supervised Finetuning (SFT) and RLHF, currently evolving into the CPU/kernel of a modern operating system.
#LLM#Pre-training#RLHF#LLM OS+2 more
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youtube·HolisticaMind
Featuredadvanced
Teoria Sintérgica de Jacobo Grinberg
31 min~6 min
81% faster
Science8 Visual Sections

Teoria Sintérgica de Jacobo Grinberg

Como seu cérebro decodifica e sintoniza a malha holográfica da realidade.

A realidade é sintonizada a partir da coerência de ondas cerebrais decodificando a malha do espaço (Lattice).
#Teoria Sintérgica#Jacobo Grinberg#Consciência#Neurofisiologia+1 more
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youtube·HolisticaMind
intermediate
Sintonize a Realidade: O Protocolo de 3 Passos da Teoria Sintérgica de Jacobo Grinberg
31 min~5 min
84% faster
Philosophy8 Visual Sections

Sintonize a Realidade: O Protocolo de 3 Passos da Teoria Sintérgica de Jacobo Grinberg

Aprenda a navegar entre realidades e reorganizar seu campo neuronal com o mapa deixado pelo neurocientista que desapareceu misteriosamente.

Domine o protocolo de três passos da Teoria Sintérgica para sintonizar a realidade desejada através da coerência do seu campo neuronal.
#Teoria Sintérgica#Jacobo Grinberg#Neurociência#Consciência+1 more
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Next Architecture Phase

Automated URL → Knowledge Object Pipeline

The YouLearn schema is 100% decoupled from presentation. Soon, the YouLearn Skill will ingest any YouTube video, extract frames, verify transcripts with multimodal AI, and automatically publish structured Learning Pages.

YouTube URLYouLearn SkillLearning Page