ScaleUp University

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ScaleUp University is a technical education channel which publishes deep technical lectures focused on real-world production systems, large-scale infrastruct...

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The Central Equation of Linear Algebra Ax = b From Linear Algebra to Artificial Intelligence

From Equations → Vectors → Matrices → Data The Journey from Equations to Data Science

Linear algebra as the language of Artificial Intelligence How AI Sees the World Through Matrices

Why Disk IO Limits System Scalability Understanding IOPS, Throughput & Storage Latency

Why Memory Bottlenecks Kill Scalability Understanding RAM Limits, Swapping & Garbage Collection

L1 - Why Linear Algebra for Learning from Data

Understanding CPU Bottlenecks in Distributed Systems CPU Bottlenecks Deep Dive

The Importance of Confidence and Transparency in AI UX Trust, Confidence & Transparency

AI Product Design Capabilities vs Limitations

Why Discoverability Matters in AI Agent UX Discoverability & Guidance

Planning in Agentic AI From Goals to Execution

Building Multi-Step AI Agents with Orchestration Sequential, Parallel & Conditional Flows

Understanding Orchestration in Modern AI Systems The Nervous System of Agentic AI

M1 L11 - Describing Loads

The Hidden Power of Forgetting in AI Systems Context, Noise & Relevance

Maintaining Conversational Coherence in AI Agents Conversational AI Architecture

Rolling Memory Buffers in LLMs The FIFO Memory System

Decoupling LLMs from Tools Modern AI Agent Design

AI Agent Design Summary Table Secure, Adaptive & Scalable Systems

Ask These Questions Before Building AI Agents Building Scalable AI Agents

L24 - Orchestration Turning Skills into Systems

Horizontal Scaling vs Vertical Scaling in Distributed Systems Scaling Systems the Right Way

Scalability Bottlenecks Every Engineer Must Understand The Real Limits of System Design

Scalability as a Growth Story From Single Server to Global Architecture

Scalability isn’t about “Handling Millions of Users” — It’s about Workload

Scalability vs Efficiency in System Design Can a System Be Scalable but Inefficient

What Is a Context Window in AI Agents The Hidden Limitation of AI Models

What Is Short-Term Memory in AI Agents The Secret Behind Context-Aware AI

Why Memory Matters in AI Agent Systems From Reactive Tools to Intelligent Teammates

Benefits of Abstraction Layers in AI Agents Simplify, Protect & Scale