Public, approved courses

Every class here is public and approved in the M&D AI Academy learning database. Sign in to watch YouTube lessons and open NotebookLM study notebooks.

65 of 65 courses

19 courses

AI Engineering & Agents

50 Days with OpenClaw: The Hype, the Reality, and What Broke
Agent Frameworks

50 Days with OpenClaw: The Hype, the Reality, and What Broke

Stand up, secure, and operate a self-hosted personal AI agent, and learn the failure modes that come with shell, file, and browser access.

Intermediate · 4 Weeks · VelvetShark

YouTube
Agent Harness Engineering
Agent Frameworks

Agent Harness Engineering

Transform non-deterministic LLMs into reliable, enterprise-grade autonomous systems using deterministic guardrails and tool execution layers.

Beginner to Expert · 4 Weeks · Tejas Kumar

YouTube
Agentic Engineering and the Future of AI Software Development
Agent Evaluation & Reliability

Agentic Engineering and the Future of AI Software Development

Move from manual coding to managing autonomous AI agents and simulated QA swarms for reliable software production.

Beginner to Expert · 5 Weeks · Lenny's Podcast

Building AI Agents That Carry the Work Forward
Agent Evaluation & Reliability

Building AI Agents That Carry the Work Forward

Operational standards — escalation logic, fallback tasks, assumption documentation, and partial-progress reporting — that turn agents into reliable teammates.

Beginner to Advanced · 1 Week · Victor Quinones

Designing Supervised AI Co-Founder Workflows
Multi-Agent Orchestration

Designing Supervised AI Co-Founder Workflows

Design supervised AI co-founder workflows that connect models, tools, context, and approval gates for startup execution.

Beginner to Advanced · 1 Week · Greg Isenberg

YouTubeNotebookLM
Enable an AI Agent Workforce
Multi-Agent Orchestration

Enable an AI Agent Workforce

Allie K. Miller’s operating model: stop managing agents, enable a Chief of Staff plus specialist directors, and keep the risk tier fixed.

Beginner to Advanced · 1 Week · Greg Isenberg feat. Allie K. Miller

YouTube
Evaluating and Deploying GPT-5.5
Agent Evaluation & Reliability

Evaluating and Deploying GPT-5.5

Move from speculative AI testing to production-ready agentic systems by validating GPT-5.5 capability claims.

Beginner to Expert · 4 Weeks · OpenAI

YouTube
Grok Bot vs the Competition
Multi-Agent Orchestration

Grok Bot vs the Competition

Evaluate Grok Bot as a consumer multi-agent product: one-install setup, access cost, shared-computer security, and when it beats self-hosted agents.

Intermediate · 1 Week · Nate B Jones

YouTube
Hermes /goal Autonomous Agent Workflows
Agent Frameworks

Hermes /goal Autonomous Agent Workflows

Hermes Agent's /goal feature for long-running autonomous workflows, including VPS setup, measurable criteria, and Codex CLI delegation.

Beginner to Advanced · 1 Week · David Ondrej

YouTube
Hermes Agent + DeepSeek V4 = 100X Cheaper
Agent Frameworks

Hermes Agent + DeepSeek V4 = 100X Cheaper

Build a cheaper multi-model AI agent system by orchestrating Hermes Agent with DeepSeek V4, Claude Opus, and ChatGPT.

Intermediate · 1 Week · Jack Roberts

YouTube
Hermes Agent: Building an Agentic OS
Agent Frameworks

Hermes Agent: Building an Agentic OS

Install Hermes Agent, build a Pantheon of model-specific personas, connect Obsidian + Claude Code memory, and ship a Telegram-driven Agentic OS.

Beginner to Advanced · 1 Week · Jack Roberts

YouTube
Hermes Agent: Zero to Personal AI Assistant
Agent Frameworks

Hermes Agent: Zero to Personal AI Assistant

Set up Hermes Agent as a persistent personal AI assistant on a VPS with Telegram, memory, skills, GitHub backup, and scheduled automations.

Beginner to Advanced · 1 Week · Nate Herk | AI Automation

YouTube
Jack Dorsey's Buzz: Multi-Agent Teams
Multi-Agent Orchestration

Jack Dorsey's Buzz: Multi-Agent Teams

Architect multi-agent teams, connect models and harnesses, optimize token economics, and run human-agent collaboration in Buzz.

Beginner to Advanced · 1 Week · The Startup Project / Jack Dorsey

YouTube
OpenClaw Agents in Production
Agent Frameworks

OpenClaw Agents in Production

Move from simple prompting to deploying production-ready memory and reasoning architectures for autonomous AI agents.

Beginner to Expert · 6 Weeks · Peter Steinberger

YouTube
The AI Inflection Point
Agent Evaluation & Reliability

The AI Inflection Point

Transform from a manual code writer into an AI software director who ships robust, test-backed projects in under a week.

Beginner to Expert · 4 Weeks · Simon Willison

YouTube
The Gauntlet Loop: Builder-Critic Prompting
Multi-Agent Orchestration

The Gauntlet Loop: Builder-Critic Prompting

Give an agent a named quality bar, split work into builder/critic pairs, and keep looping until a blind comparison wins.

Beginner to Expert · 4 Weeks · Jay E | RoboNuggets

YouTube
Why Agentic Systems Need Ontologies
Agent Frameworks

Why Agentic Systems Need Ontologies

A four-week class on grounding AI agents in ontologies and knowledge graphs — the neuro-symbolic approach to reliable agentic systems.

Beginner to Expert · 4 Weeks · Frank Coyle (UC Berkeley)

YouTube
Why Graph Engineering Will 10x Your Claude/Codex
Multi-Agent Orchestration

Why Graph Engineering Will 10x Your Claude/Codex

Design graph-based AI workflows with Claude, Codex, loops, validators, handoffs, and human approval gates.

Beginner to Expert · 4 Weeks · Graph engineering source lecture

YouTube
xAI Grok 4.6 & Grok Bot: Coding, Benchmarks & Knowledge Work
AI IDEs & Copilots

xAI Grok 4.6 & Grok Bot: Coding, Benchmarks & Knowledge Work

Fact-check Grok 4.6, Cursor, and Grok Bot: official evals, cost-per-task, and when the model wins knowledge work vs. SWE.

Intermediate · 1 Week · Matt Wolfe

YouTube

14 courses

Coding & Developer Tools

100 Hours of AntiGravity: From Zero to Production Application
AI IDEs & Copilots

100 Hours of AntiGravity: From Zero to Production Application

A 100-hour masterclass taking engineers from AntiGravity SDK core to a production multi-agent capstone application.

Beginner to Advanced · 1 Week · FutureTranz Development Team

YouTubeNotebookLM
5 Claude Code MCP Servers You Need To Be Using
MCP & Tool Use

5 Claude Code MCP Servers You Need To Be Using

Set up 5 high-leverage MCP servers so Claude Code can search, browse, and automate real tools in minutes.

Intermediate · 1 week seminar · Sean Kochel

YouTube
8 OpenCode Use Cases You Can Copy
AI IDEs & Copilots

8 OpenCode Use Cases You Can Copy

An eight-use-case tour of OpenCode, sst's open-source terminal coding agent, from lead-gen to pitch decks.

Intermediate · 1 week seminar · David Ondrej

YouTube
AI Coding Principles
Testing & Code Review

AI Coding Principles

Learn Principled Agentic Engineering to move from unpredictable vibe coding to systematic planning and validation.

Beginner to PhD-Level · 6 Weeks · Cole Medin

YouTube
Claude Code /goal: Build Complete AI Apps
Claude Code

Claude Code /goal: Build Complete AI Apps

Use Claude Code and Codex /goal workflows to build a full application prototype from a PRD, roadmap, and design spec.

Beginner to Advanced · 1 week seminar · Chris Ashby / Build Great Products

YouTube
Claude Code Just Got an Agent Dashboard
Claude Code

Claude Code Just Got an Agent Dashboard

Manage multiple coding-agent sessions from one terminal interface and use long-running goals responsibly.

Intermediate · 1 Week · Nate Herk | AI Automation

YouTube
Claude Code Video-Watching Skill with Frames and Transcript
Claude Code

Claude Code Video-Watching Skill with Frames and Transcript

Build AI video-understanding workflows that combine extracted frames, timestamped transcripts, and Claude Code-style skills.

Intermediate · 1 Week · Brad | AI & Automation

YouTube
Codex 2026: Idea to Deployed App
AI IDEs & Copilots

Codex 2026: Idea to Deployed App

Use Codex to build and deploy web applications in less than an hour, even as a complete beginner.

Beginner to Expert · 6 Weeks · David Ondrej

YouTubeNotebookLM
Cursor Origin: An Agentic Git Forge
Git & Version Control

Cursor Origin: An Agentic Git Forge

Evaluate Cursor Origin as an agent-first Git forge: machine-speed commits, stacked PRs, GitHub sync vs migration, and shared-computer security.

Beginner to Advanced · 1 Week · Cursor Origin source review

YouTube
High-Leverage Claude Code Skills
Claude Code

High-Leverage Claude Code Skills

Install and audit high-leverage Claude Code Skills from public GitHub repositories to unlock agentic superpowers.

Beginner to Expert · 1 Week · Jack Roberts

YouTube
Library Meta-Skill for Private Skills, Agents, and Prompts
Skills & Instructions

Library Meta-Skill for Private Skills, Agents, and Prompts

Use a library-style meta-skill to distribute private AI skills, agents, and prompts across repos, devices, and teams.

Intermediate · 1 Week · IndyDevDan

YouTube
Master Claude Code: Turn AI into 24/7 Employees
Claude Code

Master Claude Code: Turn AI into 24/7 Employees

Transform Claude Code into an autonomous 24/7 AI employee using CLAUDE.md operating manuals, Plan Mode briefs, and scheduled routines.

Beginner to Advanced · 1 Week · Greg Isenberg

YouTube
Mastering Claude Code
Claude Code

Mastering Claude Code

Transform your development workflow from manual task execution to fully autonomous agentic coding in your terminal.

Beginner to Expert · 1 Week · Anthropic

Why Software Fundamentals Matter More Than Ever
AI IDEs & Copilots

Why Software Fundamentals Matter More Than Ever

Matt Pocock on shared design trees, /grill-me prompts, deep modules, ubiquitous language, and TDD for AI coding agents.

Beginner to Advanced · 4 Weeks · Matt Pocock

YouTube

2 courses

Prompt & Context Engineering

$2.4M of Prompt Engineering Hacks in 53 Mins
System Prompts

$2.4M of Prompt Engineering Hacks in 53 Mins

A 53-minute distillation of six API-playground prompt-engineering moves — system prompts, concision, few-shot, structured outputs — that turn ChatGPT and Claude from chat toys into production workhorses.

Beginner to Advanced · 1 week seminar · Nick Saraev

YouTube
8 ChatGPT Agent Use Cases You Can Automate
Skills & Instructions

8 ChatGPT Agent Use Cases You Can Automate

A 25-minute tour of ChatGPT Agent mode with eight automatable workflows operators can ship the same day.

Beginner to Advanced · 1 week seminar · 9x

YouTube

5 courses

Data & Machine Learning

DeepSeek V4
Model Training & Tuning

DeepSeek V4

Move from expensive closed APIs to cost-effective, self-hosted frontier-tier models in under an hour.

Beginner to Expert · 4 Weeks · deepseek-ai

YouTubeNotebookLM
Firecrawl: Web Data for LLM Apps
Data Pipelines

Firecrawl: Web Data for LLM Apps

Turn dynamic websites into clean, LLM-ready markdown, bypassing anti-bot defenses and scaling with worker queues.

Beginner to Expert · 6 Weeks · Firecrawl

Introduction to Google Gemma 4
Model Training & Tuning

Introduction to Google Gemma 4

Build private, local-first agentic applications with Gemma 4 on mobile or workstations and deploy them to the cloud.

Beginner to Expert · 6 Weeks · Google DeepMind

NotebookLM
Python REST API Integration Foundations
Data Pipelines

Python REST API Integration Foundations

Call REST APIs with Python: HTTP requests, JSON, authentication, error handling, and API-powered automation.

Beginner to Advanced · 4 Weeks · Multiple YouTube Python/API educators

YouTube
Python for Machine Learning Foundations
Python for ML

Python for Machine Learning Foundations

A follow-on course after Basic Python covering data preparation, model training, evaluation, and responsible AI practices.

Beginner to Advanced · 6 Weeks · YouTube machine learning educators

YouTube

6 courses

Infrastructure & Security

AI Cybercrime Risk and Defense in the LLM Era
AI Security & Defense

AI Cybercrime Risk and Defense in the LLM Era

Why AI can amplify cybercrime risk and how teams strengthen prevention, monitoring, governance, and incident readiness.

Intermediate · 1 Week · Matthew Berman

YouTube
Abacus Claw vs. Mac Mini OpenClaw
Local & Air-Gapped AI

Abacus Claw vs. Mac Mini OpenClaw

Hosted vs self-hosted personal AI agents: hardware, cost, security, maintenance, and messaging-app integration.

Beginner · 1 week seminar · Alex Ziskind

YouTube
Agentic Bash Security for Claude Code and Pi Agent
AI Security & Defense

Agentic Bash Security for Claude Code and Pi Agent

Reduce production risk from AI coding agents with shell access using a five-level Bash security model.

Advanced · 1 Week · IndyDevDan

YouTube
Air-Gapped AI: Local Models, Data Privacy & Compliance
Local & Air-Gapped AI

Air-Gapped AI: Local Models, Data Privacy & Compliance

Run AI entirely on your own hardware — no cloud, no leaks. From your first local model to LoRA fine-tuning and enterprise data-boundary architecture.

Beginner to Expert · 4 Weeks · Local models source lecture

YouTube
Gemma 4 Local on Apple MLX
Hardware & Self-Hosting

Gemma 4 Local on Apple MLX

Deploy Gemma 4 locally on macOS using Apple's MLX framework for ultra-fast private inference.

Beginner to Expert · 6 Weeks · Apple

YouTubeNotebookLM
Learn MCP Right Now: Model Context Protocol with Docker
Cloud Platforms

Learn MCP Right Now: Model Context Protocol with Docker

What MCP is, how to run MCP servers in Docker, and how to build your own to connect Claude or ChatGPT to real tools.

Beginner to Advanced · 1 Week · NetworkChuck

YouTube

10 courses

AI Business & Strategy

AI Coding Tool Wars and Vendor Lock-In Strategy
Vendor Strategy & Lock-In

AI Coding Tool Wars and Vendor Lock-In Strategy

A strategic class on the AI coding-tool market and how to build portable projects that avoid vendor lock-in.

Intermediate · 1 Week · Nate Herk | AI Automation

YouTube
AI Course Production Agency for Ghost Experts
Consulting & Services

AI Course Production Agency for Ghost Experts

Build an ethical AI-assisted agency that turns expert knowledge into branded video courses.

Intermediate · 1 Week · AI Founders

YouTube
AI Forward Deployed Engineer: From Beginner to Opportunity Path
Consulting & Services

AI Forward Deployed Engineer: From Beginner to Opportunity Path

A 6-week practical course on becoming an AI Forward Deployed Engineer through discovery, prototyping, and executive communication.

Beginner to Advanced · 6 Weeks · FDE: The $1M/Year AI Job Explained

YouTube
Claude and the Enterprise AI Harness
ROI & Enterprise Adoption

Claude and the Enterprise AI Harness

Why Claude and frontier AI agents are becoming a Wall Street and enterprise strategy issue, and how deployment harnesses turn models into usable systems.

Intermediate · 6 Weeks · Wes Roth

YouTubeNotebookLM
Karpathy’s 2026 AI Startup Playbook
Solo & Startup Playbooks

Karpathy’s 2026 AI Startup Playbook

Translate Karpathy-inspired AI frameworks into a 2026 playbook for building AI-native products with verifiable value.

Intermediate · 1 Week · Rob Shocks

YouTube
Marketing Agents Are Too Good Now
Solo & Startup Playbooks

Marketing Agents Are Too Good Now

Learn what a real marketing agent is, then map Airbyte + ClickHouse + Meta Ads into a publish/kill/promote loop.

Intermediate · 1 week seminar · Greg Isenberg / Cody Schneider

YouTube
No One Is Prepared for What's Coming with AI
ROI & Enterprise Adoption

No One Is Prepared for What's Coming with AI

Tony Robbins on the coming AI labor revolution: what gets displaced, why retooling matters, and how to prepare your mindset, family, and business.

Beginner to Advanced · 1 Week · Tony Robbins / The Diary Of A CEO

YouTube
Sam Altman: How to Build the Future
Solo & Startup Playbooks

Sam Altman: How to Build the Future

Turn Sam Altman’s Startup Class into a practical founder playbook you can apply immediately.

Beginner to Advanced · 6 Weeks · Sam Altman / Stanford CS183B

YouTubeNotebookLM
The Router Thesis: Organizations as Distributed Systems
ROI & Enterprise Adoption

The Router Thesis: Organizations as Distributed Systems

Apply distributed systems principles to corporate architecture and turn hierarchical bureaucracy into high-throughput routing networks.

Beginner to Expert · 6 Weeks · Harry DeMott

The Solo AI Business: AI Tools Assessment Playbook
Solo & Startup Playbooks

The Solo AI Business: AI Tools Assessment Playbook

Package a $999 AI Tools Assessment, four-phase fulfillment system, upsell ladder, and zero-audience client acquisition plays.

Beginner to Advanced · 1 week seminar · Greg Isenberg with Corey Ganim

YouTube

2 courses

Content Marketing & Media

Viral YouTube Titles
SEO & Growth

Viral YouTube Titles

Use vidIQ's seven psychological YouTube title strategies to turn low-performing videos into click-generating assets.

Beginner to Expert · 4 Weeks · vidIQ

NotebookLM
YouTube Lead Generation — Passive Prospecting
Video & Visual Production

YouTube Lead Generation — Passive Prospecting

Build a searchable YouTube lead-generation engine for local real estate and service businesses using Levi Lascsak's passive prospecting model.

Beginner to Advanced · 4 Weeks · Levi Lascsak / Passive Prospecting

YouTube

2 courses

Foundations & Computer Science

Clean Code
Programming Fundamentals

Clean Code

Turn messy, unmaintainable code into highly readable prose and reduce WTFs per minute in peer review.

Beginner to Expert · 6 Weeks · Robert C. Martin

Python Programming Foundations — From Beginner to Advanced
Programming Fundamentals

Python Programming Foundations — From Beginner to Advanced

A practical Python programming class from first principles to applied coding workflows for automation, data handling, and AI-ready development.

Beginner to Advanced · 6 Weeks · Multiple YouTube Python educators

YouTube

2 courses

Governance & Responsible AI

Claude for Legal 2.0: Plugins and Connectors
Privacy & Compliance

Claude for Legal 2.0: Plugins and Connectors

Anthropic's Claude for Legal 2.0 — practice-area plug-ins, MCP connectors, the cold-start interview pattern, and live legal workflow demos.

Intermediate · 1 Week · Liam Barnes

YouTube
Nuclear Stockpile Stewardship and Policy Trade-offs
Risk & Misuse Prevention

Nuclear Stockpile Stewardship and Policy Trade-offs

Analyze plutonium pit production and stockpile stewardship principles in US nuclear modernization policy.

Beginner to Expert · 1 Week · Union of Concerned Scientists

NotebookLM

3 courses

Productivity & Learning Systems

Claude Code and Obsidian Knowledge Base
Knowledge Management

Claude Code and Obsidian Knowledge Base

Master the LLM Wiki pattern to transform raw documents into a persistent, self-updating personal knowledge base.

Beginner to Expert · 1 week seminar · Andrej Karpathy

NotebookLM
NotebookLM 101
Knowledge Management

NotebookLM 101

A 4-week beginner introduction to Google NotebookLM. Go from zero to uploading sources, generating Audio Overviews and study guides, and building a personal knowledge notebook.

Beginner · 4 Weeks · Jeff Su / Google NotebookLM

YouTubeNotebookLM
Turn a YouTube List into a Curriculum Catalog
Notion & Workspace Ops

Turn a YouTube List into a Curriculum Catalog

Learn how to turn a basic YouTube learning-resource list into a structured, curriculum-ready AI education catalog.

Beginner · 1 week seminar · M&D AI Academy