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Video lessons

AI Explainer Videos

Short AI explainer videos on generative AI, LLMs, RAG and AI agents, for product managers and AI interviews. Many include a full transcript you can read.

  • 152 videos
  • 89 also in Hindi
  • Most under 4 minutes
  • Free 30-second preview on every video

AI Fundamentals for Product Managers

Tokens, temperature, context windows and the other basics, explained simply.

Next Token Prediction Explained for Product Managers2:10

Next Token Prediction Explained for Product Managers

Why Language Models Hallucinate and the Product Manager Playbook2:13

Why Language Models Hallucinate and the Product Manager Playbook

Language Model Temperature for Product Managers2:51

Language Model Temperature for Product Managers

Show 7 more AI Fundamentals for Product Managers videos
Context Windows and Token Limits for AI Product Managers2:54

Context Windows and Token Limits for AI Product Managers

Language Models vs Classic Machine Learning for Churn2:31

Language Models vs Classic Machine Learning for Churn

Tool Calling Explained for Product Managers2:33

Tool Calling Explained for Product Managers

Retrieval Augmented Generation: When to Use It2:26

Retrieval Augmented Generation: When to Use It

Model Context Protocol Explained for Product Managers2:15

Model Context Protocol Explained for Product Managers

Explain AI Model Choices in Product Manager Interviews2:28

Explain AI Model Choices in Product Manager Interviews

Choosing the Right AI Model for Your Product Tasks2:11

Choosing the Right AI Model for Your Product Tasks

How LLMs Actually Behave

Why models hallucinate, drift and surprise you, and what to do about it.

LLM Pre-Training vs Post-Training for Product Managers2:03

LLM Pre-Training vs Post-Training for Product Managers

How AI Model Weights Update for Product Managers1:55

How AI Model Weights Update for Product Managers

Model Temperature Settings Explained for Product Managers2:11

Model Temperature Settings Explained for Product Managers

Show 7 more How LLMs Actually Behave videos
Large Language Model vs Database for Product Managers2:27

Large Language Model vs Database for Product Managers

AI Tokens Explained to Manage App Speed and API Costs2:04

AI Tokens Explained to Manage App Speed and API Costs

AI Embeddings and Semantic Search Explained for Product Managers2:07

AI Embeddings and Semantic Search Explained for Product Managers

AI Hallucinations Explained to Non-Technical Executives1:38

AI Hallucinations Explained to Non-Technical Executives

Fix AI Hallucinations with Data Grounding Instead of Strict Prompts1:45

Fix AI Hallucinations with Data Grounding Instead of Strict Prompts

AI Grounding for Product Managers to Stop Hallucinations2:02

AI Grounding for Product Managers to Stop Hallucinations

AI Temperature Settings to Control Prompt Randomness1:51

AI Temperature Settings to Control Prompt Randomness

RAG Explained

Retrieval augmented generation: when to use it and how it fails.

RAG Pipeline Basics for Product Managers2:08

RAG Pipeline Basics for Product Managers

RAG vs Fine Tuning vs Prompting for Product Managers2:10

RAG vs Fine Tuning vs Prompting for Product Managers

Vector Databases for Product Managers Explained1:27

Vector Databases for Product Managers Explained

Show 7 more RAG Explained videos
Text Chunking and Context Overlap for Product Managers1:53

Text Chunking and Context Overlap for Product Managers

RAG Data Updates for Product Managers1:42

RAG Data Updates for Product Managers

RAG Failure Modes and How to Fix AI Search Errors2:33

RAG Failure Modes and How to Fix AI Search Errors

RAG Trade-Offs: Balancing Latency Relevance and Cost2:42

RAG Trade-Offs: Balancing Latency Relevance and Cost

Context Engineering vs Prompt Engineering for AI Product Managers1:51

Context Engineering vs Prompt Engineering for AI Product Managers

Context Window Priority for AI Product Managers1:40

Context Window Priority for AI Product Managers

When Retrieval Augmented Generation Is Overkill2:27

When Retrieval Augmented Generation Is Overkill

Tools, Agents and Model Internals

Tool calling, agents and what happens inside the model.

How Transformers Work and Why Model Depth Matters for AI Products2:57

How Transformers Work and Why Model Depth Matters for AI Products

Attention Mechanism in AI Explained for Product Managers2:34

Attention Mechanism in AI Explained for Product Managers

AI Tool Calls Explained for Product Managers2:50

AI Tool Calls Explained for Product Managers

Show 6 more Tools, Agents and Model Internals videos
AI Runtime vs Model Execution for Product Managers2:38

AI Runtime vs Model Execution for Product Managers

AI Tool Descriptions: Why Vague Text Is a Real Bug2:34

AI Tool Descriptions: Why Vague Text Is a Real Bug

AI Tool Definition Basics for Product Managers2:17

AI Tool Definition Basics for Product Managers

Agent vs Chatbot: When Product Managers Should Build Each2:26

Agent vs Chatbot: When Product Managers Should Build Each

Prompt vs Tool vs Skill for AI Agent Product Specs2:13

Prompt vs Tool vs Skill for AI Agent Product Specs

Model Retraining vs Runtime Loading for Product Managers2:05

Model Retraining vs Runtime Loading for Product Managers

AI Agent Orchestration and Architecture

How multi-step and multi-agent systems are put together.

Agent Memory Design for Product Managers2:07

Agent Memory Design for Product Managers

How to Build Prompt Chains for Complex Product Workflows1:49

How to Build Prompt Chains for Complex Product Workflows

Model Context Protocol vs Custom APIs for Product Managers2:31

Model Context Protocol vs Custom APIs for Product Managers

Show 10 more AI Agent Orchestration and Architecture videos
LangChain Basics for Product Managers: When to Use It2:45

LangChain Basics for Product Managers: When to Use It

LangChain vs LangGraph Explained for Product Managers1:46

LangChain vs LangGraph Explained for Product Managers

Raw SDK vs AI Framework for Simple Product Features1:57

Raw SDK vs AI Framework for Simple Product Features

AI Abstraction Layers in Product Management Explained1:45

AI Abstraction Layers in Product Management Explained

AI Orchestration for Product Managers and When to Use It2:16

AI Orchestration for Product Managers and When to Use It

Model Routing Strategy for Product Managers1:21

Model Routing Strategy for Product Managers

AI Router Design and Classifier Logic1:48

AI Router Design and Classifier Logic

AI Routing to Cut Costs and Protect Product Unit Economics1:47

AI Routing to Cut Costs and Protect Product Unit Economics

AI Product Stack Layers for Product Managers Explained2:16

AI Product Stack Layers for Product Managers Explained

How to Sequence AI Agents for Reliable Workflows2:28

How to Sequence AI Agents for Reliable Workflows

LLM Evaluation and Testing

How to tell whether an AI feature is good enough to ship.

Evaluating AI Features Before Launch with Offline Tests2:08

Evaluating AI Features Before Launch with Offline Tests

AI Evaluation Framework Guide for Product Managers2:11

AI Evaluation Framework Guide for Product Managers

LLM as Judge for Product Managers Testing AI Outputs1:33

LLM as Judge for Product Managers Testing AI Outputs

Show 9 more LLM Evaluation and Testing videos
Precision and Recall Metrics for Product Managers2:58

Precision and Recall Metrics for Product Managers

Evaluating Non-Deterministic AI Systems for Product Managers2:04

Evaluating Non-Deterministic AI Systems for Product Managers

AI Testing Pyramid Guide for Product Managers2:09

AI Testing Pyramid Guide for Product Managers

AI Model Regressions: How to Catch Them After a Swap2:15

AI Model Regressions: How to Catch Them After a Swap

AI Observability and Monitoring for Product Managers1:45

AI Observability and Monitoring for Product Managers

Design Human in the Loop Feedback Systems for AI Products1:50

Design Human in the Loop Feedback Systems for AI Products

AI Offline Evals Fail in Production for Product Managers2:51

AI Offline Evals Fail in Production for Product Managers

AI Retrieval and Faithfulness Evaluation for Product Managers1:28

AI Retrieval and Faithfulness Evaluation for Product Managers

AI Quality Drop: Check Evaluation Data Before Rebuilding1:44

AI Quality Drop: Check Evaluation Data Before Rebuilding

GenAI System Design and Cost Tradeoffs

Latency, cost and model choices behind real AI products.

AI Message Summarization System Design for Product Managers3:03

AI Message Summarization System Design for Product Managers

AI Trade-Offs: Balance Latency Quality and Cost for Product Managers2:12

AI Trade-Offs: Balance Latency Quality and Cost for Product Managers

Build vs Buy vs Fine-Tune AI Models for Product Managers2:35

Build vs Buy vs Fine-Tune AI Models for Product Managers

Show 8 more GenAI System Design and Cost Tradeoffs videos
When Not to Use Large Language Models for Features2:18

When Not to Use Large Language Models for Features

XGBoost vs Language Models for Tabular Prediction2:02

XGBoost vs Language Models for Tabular Prediction

Hybrid AI Systems in Product Management Practice2:12

Hybrid AI Systems in Product Management Practice

GPU Costs in AI Product Management Explained2:17

GPU Costs in AI Product Management Explained

Estimate AI Inference Cost for Your AI Product2:22

Estimate AI Inference Cost for Your AI Product

Handling Artificial Intelligence Tool Failures with Fallback Routing1:57

Handling Artificial Intelligence Tool Failures with Fallback Routing

AI Guardrails for Product Managers to Prevent Unsafe Outputs2:45

AI Guardrails for Product Managers to Prevent Unsafe Outputs

AI Gateway Strategy for Product Managers to Scale Apps1:18

AI Gateway Strategy for Product Managers to Scale Apps

AI PM Interview Frameworks

What interviewers score, and frameworks to structure your answers.

Show 4 more AI PM Interview Frameworks videos

How to Approach Each Interview Round

Product sense, technical, strategy and execution rounds, one at a time.

Show 3 more How to Approach Each Interview Round videos

AI Product Case Questions

Design and improvement questions, answered step by step.

Show 47 more AI Product Case Questions videos
Define Hallucinations in LLMs

Define Hallucinations in LLMs

Real Interview Questions by Company

Questions asked in real AI PM interviews, explained.

Define AI Hallucinations in LLMs for Product Managers1:53

Define AI Hallucinations in LLMs for Product Managers

Manage AI Costs with Model Routing for Product Managers1:51

Manage AI Costs with Model Routing for Product Managers

AI Hallucinations in Production and How to Prevent Them2:29

AI Hallucinations in Production and How to Prevent Them

Show 11 more Real Interview Questions by Company videos
Define AI Model Redlines to Build Safer AI Products2:41

Define AI Model Redlines to Build Safer AI Products

How to Build AI Agents for Productivity as a Product Manager1:36

How to Build AI Agents for Productivity as a Product Manager

Artificial Intelligence System Design for Product Managers2:21

Artificial Intelligence System Design for Product Managers

How GPUs Power Deep Learning for Product Managers2:20

How GPUs Power Deep Learning for Product Managers

RAG Design Trade-Offs for Latency Relevance and Cost1:41

RAG Design Trade-Offs for Latency Relevance and Cost

How RAG Works for Product Managers in Tech Interviews1:38

How RAG Works for Product Managers in Tech Interviews

Building End-To-End Agentic Systems for Product Managers1:46

Building End-To-End Agentic Systems for Product Managers

AI Model Selection Trade-Offs to Balance Cost and Speed2:11

AI Model Selection Trade-Offs to Balance Cost and Speed

Artificial Intelligence System Design: A Guide for Product Managers1:59

Artificial Intelligence System Design: A Guide for Product Managers

Diagnose ML Systems and Debug Data Pipelines2:27

Diagnose ML Systems and Debug Data Pipelines

AI Evaluation Framework Design for Product Managers2:38

AI Evaluation Framework Design for Product Managers

Before You Watch

How long is the free video preview?

30 seconds, on every video, no account needed. After that, you need a plan that includes it to keep watching.

Do I need to subscribe to watch the videos?

Only past the first 30 seconds. Foundation, and every plan above it, includes the full video library.

What do the AI PM videos cover?

Short, focused lessons on AI product management: how LLMs actually work, RAG, agents, evaluation, and system design. Most run under three minutes.