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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7
Structured Modules
7.5h
Original Lectures
6.5h
Time Saved
86%
Avg Compression
Showing 7 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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youtube·João Marcus
beginner
Funil de vendas no WhatsApp: da primeira compra ao CRM
1h 26min→~12 min
86% faster
Business12 Visual Sections

Funil de vendas no WhatsApp: da primeira compra ao CRM

João Marcus · Aula 2 · Público, script, remarketing e back end

“Planejar a conversa a partir do público, separar primeira venda e recompra e organizar o percurso em CRM.”
#Funil de vendas#WhatsApp#Copywriting#CRM
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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 URL → YouLearn Skill → Learning Page