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Meta Muse Code & Muse Spark Course – Build AI Agents, APIs, and Full-Stack Apps

Learn how to build full-stack applications and autonomous AI workflows using Meta's Muse models and the Muse Code coding harness. Andrew Brown guides you through model architecture, structured outputs, search grounding, and programmatic API integrations with SDKs like LangChain. You will also master advanced developer workflows in the Muse Code CLI, including custom skills, MCP server setup, automated goal decomposition, and containerized deployments with Docker Compose. ✏️ Course created by @ExamProChannel ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Contents ⭐️ - 0:00:00 Introduction & MetaMuse Course Overview - 0:00:49 Meta Muse Models, Architecture & Pricing Breakdown - 0:12:14 Getting Started in the Meta AI Playground - 0:14:56 Prompting Muse Spark & Vision Capabilities - 0:20:53 Generating a Retro Single-Page Layout (PHP-Nuke Concept) - 0:27:07 Conceptualizing Community Engagement Features & Mermaid Diagrams - 0:36:45 Evaluating Search Grounding Capabilities - 0:44:57 Structured Outputs with JSON Schema - 1:00:00 Programmatic API Integration (OpenAI & Anthropic SDKs) - 1:14:45 Building with the Agent SDK Framework - 1:21:38 Integrating Meta API with LangChain - 1:36:49 Configuring & Launching Claude Code with Muse Models - 1:44:22 Installing & Initializing Muse Code CLI - 1:49:28 Setting Context with the agents.md File - 1:54:46 Managing Global & Workspace Settings - 1:57:23 Controlling Reasoning Effort - 1:58:21 Session Management, Status Checks & Compaction - 2:00:15 Structuring Backend Architecture & Database Rules - 2:18:35 Using the Goal Feature for Autonomous Tasks - 2:23:08 Full-Stack Integration with React, Go & Docker Compose - 2:36:03 Switching Models via CLI - 2:36:33 Bypassing Permissions with YOLO Mode - 2:37:24 Resuming Previous Sessions - 2:37:52 Creating & Triggering Custom Skills - 2:41:53 Running in Headless Mode - 2:43:15 Managing Persistent Project Memory - 2:45:48 Configuring Approval Modes & Security - 2:47:17 Enabling Sandboxed Execution with Bubblewrap - 2:49:23 Guardrail & Permission Toggles - 2:50:30 Setting Up & Troubleshooting MCP Servers 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Meta Muse models Docker Compose

3 days ago·youtube.com

Stop Building AI Slop – Build High-End Web Apps with AI

Learn how to move past generic AI-generated interfaces and ship high-end, production-ready web applications using modern AI coding workflows. In this hands-on course, you will gather deep project context, clone and restyle proven UI architectures, and implement dynamic, Apple-style scroll animations using Hicksfield AI. Finally, you'll see the complete end-to-end front-end build deployed live to Cloudflare. ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ - 00:00 Intro - 02:25 Build Context - 05:32 Clone Strategy - 10:55 Cloning CMC - 14:24 Merge Context - 18:04 Impeccable Skill - 23:49 Worktree Variations - 31:26 Final Touches - 36:48 Scroll Animations - 42:30 Frame Analysis - 48:15 Video Generation - 55:44 Animated About - 00:05 Cloudflare Deploy 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Hicksfield AI Apple-style scroll animations

4 days ago·youtube.com

+11

The Paper That Created Modern AI

This video tells the story of the Transformer, the architecture behind ChatGPT, Gemini, Claude, and much of modern AI. It explains why older language models struggled with long text, how attention changed everything, and why the 2017 paper Attention Is All You Need became such a turning point. You’ll also learn how a small group of Google researchers accidentally helped create the foundation for today’s biggest AI companies. Video created by @aniakubow ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Attention Is All You Need ChatGPT Google Research

1 week ago·youtube.com

+24

Learn Data Structures and Algorithms Visually – Crash Course

Build an intuitive mental model of core data structures and algorithms using relatable, real-world analogies. Topics range from arrays and hash maps to trees, graphs, and dynamic programming. Once you grasp the underlying logic and problem-solving mechanics covered here, implementing them in any programming language becomes easy. - Sumit's YouTube Channel: https://youtube.com/@logicBaseLabs - Sumit's Bangla-language YouTube Channel: https://youtube.com/@LearnwithSumit - Sumit's website: https://www.sumitsaha.me/ - logicBase Labs Facebook page: https://facebook.com/logicBaseLabs - Sumit's previous freeCodeCamp videos: ➡ Next.js Caching Masterclass:https://www.youtube.com/watch?v=qYk_BqGHXEg ➡ JavaScript DOM Course:https://www.youtube.com/watch?v=c6IyCwAV6BY ➡ Git-GitHub Course: https://www.youtube.com/watch?v=mAFoROnOfHs - Sumit's many freeCodeCamp handbooks and tutorials: https://www.freecodecamp.org/news/author/sumitsaha/ - Sumit's Interview with freeCodeCamp Founder Quincy Larson: https://www.freecodecamp.org/news/how-to-stay-curious-as-a-dev-in-the-ai-hype-era-with-sumit-saha-podcast-205/ ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Contents ⭐️ - 0:00:00 Introduction to DSA - 0:07:13 Array - 0:11:38 Linked List - 0:16:01 Stack - 0:18:54 Queue - 0:24:06 Priority Queue & Heap - 0:29:41 Hash Table & Set - 0:30:11 Tree - 0:36:39 Trie - 0:41:03 Graph - 0:44:25 Algorithm - Searching - 0:47:54 Algorithm - Sorting - 0:51:20 Recursion - 0:57:06 Graph Traversal (DFS/BFS) - 0:59:36 Shortest Path – Dijkstra’s Algorithm - 1:02:25 Algorithm Technique - 1:07:47 Conclusion 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Hash Maps Dynamic Programming Graphs

1 week ago·youtube.com

+32

System Design for AI Agents – Building a Multi-Agent PR Reviewer

Learn how to design and build a production-ready, multi-agent AI system that automates pull request reviews with senior-level engineering judgment. This comprehensive tutorial covers everything from fault-tolerant system architecture and database modeling to utilizing the Genesis kit for reliable, AI-native development. Code: https://github.com/ayush488-glitch/genesis-kit Course created by @AyushSinghSh ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ - 0:00:00 Introduction: Building a Production-Ready AI PR Review Agent - 0:06:35 The System Design Lens & Mapping the Mess - 0:19:12 Addressing AI Failure Modes & Reliability Engineering - 0:33:04 Part 1: First Principles & Reclaiming Senior Engineer Attention - 0:42:44 The Four Mindsets of a Reviewer (Security, Quality, Testing, Docs) - 0:54:08 Implementing the Agentic Fan-Out and Fan-In Pattern - 1:00:08 Part 2: Data Engineering & Memory Shapes - 1:17:23 Database Selection - 1:28:32 Part 3: System Architecture Assembly - 1:38:48 Orchestration Engine Selection: LangGraph vs. Temporal - 1:52:15 Part 4: Implementation Using the Genesis Kit - 2:03:40 Running Milestones and Independent AI Code Verification 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

automated pull request reviews Genesis kit

2 weeks ago·youtube.com

+16

Python for Engineers & Robotics – Master NumPy, Pandas, and ChatGPT Automation

In this comprehensive course, you will learn Python programming from scratch specifically tailored for mechanical engineering and robotics using ChatGPT. You'll start with fundamental concepts like variables, operators, and control flow before mastering essential scientific libraries including NumPy for numerical computations, Pandas for data handling, and Matplotlib for engineering analysis. Through real-world engineering case studies, material selection problems, and automated data workflows, you will gain practical coding skills to optimize your technical analysis and design workflows. Created by https://gaugehow.com/ ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ - 00:00 Course Overview & Python Basics - 01:14 Introduction to Python for Mechanical Engineers - 02:43 Important Features & Execution of Python - 05:12 Significance of Python in Mechanical Engineering - 06:30 Top Applications: Data Analysis, CFD, & Robotics - 10:44 Setting Up Python & VS Code on Windows - 13:38 Running Your First Python Program - 18:53 Interactive Shell (REPL) vs. Python Scripts - 25:44 Single-Line & Multi-Line Comments in Python - 31:48 Understanding Variables & Naming Rules - 35:33 Variable Assignment Methods & Data Types - 43:00 Python Literals Explained - 46:50 Implicit & Explicit Type Conversion - 55:33 Basic Input & Output (Print Formatting) - 1:05:46 User Input & Split Method - 1:12:46 Arithmetic & Logical Operators - 1:20:11 Comparison, Assignment, & Identity Operators - 1:30:30 Operator Precedence Rules & Examples - 1:35:28 Using ChatGPT to Learn Python - 1:41:11 Control Flow: Conditional Statements (if/elif/else) - 1:51:14 Engineering Practical Examples for Conditional Logic - 2:04:42 Loops: For Loops & The `range()` Function - 2:16:53 Mechanical Engineering Applications Using For Loops - 2:22:48 While Loops & Simulating Dynamic Processes - 2:32:52 Loop Control Statements: `break` & `continue` - 2:37:58 Nested Loops - 2:42:48 Mechanical Engineering Case Studies with Loops - 2:52:58 ChatGPT Prompts for Loops & Conditionals - 2:57:48 Functions & Code Reusability - 3:04:54 Function Arguments & Return Values - 3:11:59 Arbitrary Positional (`*args`) & Keyword (`**kwargs`) Arguments - 3:18:56 Understanding Variable Scope & LEGB Rule - 3:24:10 Working with Global Variables - 3:28:19 Introduction to Python Modules - 3:33:35 Useful Built-in Modules for Engineering - 3:38:19 Creating & Importing User-Defined Modules - 3:41:51 Designing Functions with ChatGPT - 3:47:00 Introduction to NumPy & Installation - 3:53:30 Methods for Creating NumPy Arrays - 3:59:41 Creating Multi-Dimensional (`ND`) Arrays - 4:07:48 NumPy Data Types & Type Conversion - 4:13:32 Essential NumPy Array Attributes - 4:18:14 NumPy Array Indexing (1D, 2D, 3D) - 4:27:38 Slicing & Reversing NumPy Arrays - 4:36:46 Element-Wise Arithmetic Operations - 4:41:12 Mathematical & Statistical Array Functions - 4:47:40 String Operations in NumPy - 4:53:30 Trigonometric Functions & Angle Conversions - 4:58:45 Matrix Operations: Multiplication, Transpose, Inverse, & Reshape - 5:03:44 Solving Mechanical Engineering Problems with NumPy - 5:12:40 Troubleshooting NumPy Code with ChatGPT - 5:17:06 Introduction to Pandas & Installation - 5:20:16 Working with Pandas Series - 5:27:56 Creating & Managing Pandas DataFrames - 5:35:50 Default, Custom, & Range Indexing - 5:40:38 Exploring Data: `head()`, `tail()`, & `info()` - 5:45:07 Modifying DataFrames: Adding, Dropping, & Renaming - 5:52:11 Advanced Selection & Slicing: `.loc` vs. `.iloc` - 5:00:38 Filtering Rows, Boolean Indexing, & The `query()` Method - 6:05:50 Multi-Indexing & Removing Duplicates - 6:15:52 Reading & Writing Excel and CSV Files - 6:25:58 Pivoting & Creating Pivot Tables - 6:34:50 Real-World Case Study: Aircraft Material Data Analysis - 6:44:15 Using ChatGPT for Pandas Data Cleaning & Analysis 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

ChatGPT Automation Matplotlib for Engineering Analysis Material Selection Problems

2 weeks ago·youtube.com

+26

Claude Code Full Course – Autonomous Goals, MCP, and VS Code Setup

Learn Claude Code with this comprehensive crash course taught by a former senior software engineer. You will learn everything from setting up your local environment in VS Code to executing autonomous tasks with goals and seamlessly deploying your applications. By mastering file structures, custom skills, and the Model Context Protocol, you will have the exact toolkit needed to automate your development and ship modern software. ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Contents ⭐️ - 0:00:00 Introduction & Course Overview - 0:02:33 Installing Claude Code on Your Local Machine - 0:03:24 Choosing an IDE & Installing VS Code - 0:06:51 Customizing VS Code Themes - 0:07:39 Starting and Managing a Claude Code Session - 0:11:51 Understanding Permission Modes (Plan, Accept Edits, Auto, Bypass) - 0:15:03 Using Plan Mode & Autonomous Goals (/goal) - 0:24:24 Installing and Triggering Claude Skills - 0:34:48 Exploring File Structures and Directories - 0:44:36 Managing Your Context Window and Token Usage - 0:50:00 Essential Built-In Slash Commands - 0:53:18 Managing Version Control with GitHub - 1:02:44 Connecting Tools & Deploying Apps via MCP and CLI - 1:11:57 Frequently Asked Questions (FAQ) 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Model Context Protocol autonomous tasks

3 weeks ago·youtube.com

+36

Behind the popular AI tools lies a crucial bit of tech called a transformer.

Behind the popular AI tools lies a crucial bit of tech called a transformer. It's what the "T" stands for in ChatGPT, just FYI. Ania tells you all about it here.

ChatGPT transformer architecture

1 month ago·youtube.com

I Use AI Every Day: What I Like, What I Hate, and Where I Think We're Heading

In this video, I'll be sharing my thoughts on AI, how it is changing software development, and where I think things are heading. We'll discuss whether AI will replace software developers, how I use it in my own coding workflow, the difference between using AI as a tool and relying on it to do your thinking, and some of the limits that could slow its progress. We'll also look at the broader concerns surrounding AI, including its impact on jobs, energy use, online content, and the growing concentration of wealth and power. Let's get started... Timestamps: 00:00 - My Thoughts on AI 01:00 - Will AI Replace Software Developers? 06:04 - What AI Can Actually Do Today 12:08 - Why AI Progress May Slow Down 19:10 - How I Use AI as a Developer 22:42 - AI’s Bigger Problems 27:44 - Energy, Data Centers, and Infrastructure 30:15 - Bad AI Predictions and Advice 34:17 - Keep Learning and Stay Prepared ✅ Support My Channel Through Patreon: https://www.patreon.com/coreyms ✅ Become a Channel Member: https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g/join ✅ One-Time Contribution Through PayPal: https://goo.gl/649HFY ✅ Cryptocurrency Donations: Bitcoin Wallet - 3MPH8oY2EAgbLVy7RBMinwcBntggi7qeG3 Ethereum Wallet - 0x151649418616068fB46C3598083817101d3bCD33 Litecoin Wallet - MPvEBY5fxGkmPQgocfJbxP6EmTo5UUXMot ✅ Corey's Public Amazon Wishlist http://a.co/inIyro1 ✅ Equipment I Use and Books I Recommend: https://www.amazon.com/shop/coreyschafer ▶️ You Can Find Me On: My Website - http://coreyms.com/ My Second Channel - https://www.youtube.com/c/coreymschafer Facebook - https://www.facebook.com/CoreyMSchafer Twitter - https://twitter.com/CoreyMSchafer Instagram - https://www.instagram.com/coreymschafer/

AI in Software Development

1 month ago·youtube.com

+30

OpenAI hacked HuggingFace

HuggingFace's writeup of the incident: https://huggingface.co/blog/security-incident-july-2026 OpenAI's writeup of the incident: https://openai.com/index/hugging-face-model-evaluation-security-incident/ Neural Networks from Scratch book: https://nnfs.io Channel membership: https://www.youtube.com/channel/UCfzlCWGWYyIQ0aLC5w48gBQ/join Discord: https://discord.gg/sentdex Reddit: https://www.reddit.com/r/sentdex/ Support the content: https://pythonprogramming.net/support-donate/ Twitter: https://twitter.com/sentdex Instagram: https://instagram.com/sentdex Facebook: https://www.facebook.com/pythonprogramming.net/ Twitch: https://www.twitch.tv/sentdex

OpenAI Security Incident Hugging Face Model Evaluation Security Incident

1 month ago·youtube.com

+13

AI-Assisted Development – Multi-Agent Coding & Deployment with TRAE IDE

Learn how to use Trae IDE to plan, build, and deploy a full-stack habit tracker. You will learn how to leverage modern AI-assisted development tools—including multi-agent collaboration, intelligent code completion, and automated scaffolding—while working with React, Node.js, and PostgreSQL. By the end of the course, you will have transformed a simple idea into a fully working, production-ready application deployed live on the web. Try TRAE: https://www.trae.ai/?utm_source=influencerglobal&utm_medium=meeco&utm_campaign=freecodecamp Course created by @aniakubow ⭐️ Contents ⭐️ - 00:00 Introduction - 01:57 How to get started with TRAE IDE - 07:19 How to PLAN your app with AI as your collaborator - 11:40 How to BUILD your app with AI as your collaborator - 15:49 How to run multi-agents - 20:39 How to ship your app 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

TRAE IDE full-stack habit tracker

1 month ago·youtube.com

Did you know that Dijkstra came up with his famous algorithm in about 20 minutes?

It's 1956. Edsgar Dijkstra takes his girlfriend shopping. And in 20 minutes, he's invented one of the most important algorithms in history. Estefania tells you all about it here (and in her longer video essay on freeCodeCamp's YouTube channel).

Dijkstra's Algorithm

1 month ago·youtube.com

Inside the world's most elite student hackathon – Full Documentary on Stanford Tree Hacks 2026

This documentary will introduce you to the high-energy environment of Tree Hacks 2026, Stanford's annual student hackathon, where 1,000 elite hackers selected from 15,000 applicants gather at the Palo Alto campus to compete for $500,000 in prizes. Quincy Larson interviews various teams to showcase diverse creations ranging from mind-controlled robotic arms and automated chemistry labs to AI-powered medical assistants for senior care and anarchy servers for AI agents. Tree Hacks 2026 took place in February 2026 at Stanford University in Palo Alto, CA. Learn more about Tree Hacks: https://www.treehacks.com/ ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecamp ⭐️ Chapters ⭐️ – 00:00 Intro – 01:10 Welcome to TreeHacks 2026: 15,000 Applicants, 1,000 Hackers – 01:41 Industry Titans: Anthropic, OpenAI, and Developer Tools – 02:05 Meet the Hackers: Math and CS Backgrounds – 03:00 Team Formation and the "Open Source" Spirit – 03:39 Admissions Secrets: What it Takes to Get into TreeHacks – 04:22 Strategy Session: Targeting Multiple Prize Tracks – 05:01 Project: Agentic Benchmarking for Scientific Research – 06:02 Learning Quantum Computing through freeCodeCamp – 07:06 Project: Diffusion-Powered Smart Camera and Chassis – 08:17 Mentorship: Democratizing Entrepreneurship Globally – 09:32 Pro-Tips: How to Succeed in a High-Stakes Hackathon – 10:53 "The Mercenary vs. The Missionary" Mindset – 11:23 Project: FlowCut—Local AI Video Editing – 12:09 A Visit to the Historic Hewlett-Packard Garage – 12:30 Project: Iris—Unified Cross-Device Apple AI Agent – 13:46 Project: Automating Drug Discovery and Repurposing – 14:32 Architecture: Sub-Agents and the "Skeptic Agent" Debate – 15:15 Meeting Sam Altman at TreeHacks – 16:10 Project: Crowdsourcing Footage for Robotics Training – 17:42 Project: AI-Driven Jazz Chord Progressions – 18:57 Project: World Foundation Models for VR Classrooms – 19:56 Tech for Social Impact: Data Mapping and First Responders – 21:00 15 Hours In: Team Bonding and The Power of Community – 22:17 Mentors’ Perspective: Solving Global Challenges – 23:51 Mentor Highlights: From Fire-Fighting Robots to Food Bank Management – 26:13 Project: Aphasia Assistive Speech Device – 28:09 Game Design: Storytelling and Human Connection – 30:54 Project: PigeonHole—Managing AI Usage in Classrooms – 32:24 Project: Digital Replicates for Employee Offboarding – 33:56 Project: The Magic Table—Haptic Assistance for the Visually Impaired – 35:24 Project: Monitoring System for Organ Donation Transport – 37:25 Project: EMG Jaw Sensor for Silent Computer Control – 38:26 Robot Fight Club: Battlebots at TreeHacks – 39:01 Project: Voice-AI Platform for Specific Nursing Reports – 41:21 Project: The World’s First Anarchy Server for AI Agents – 42:21 Project: SleepSense—Detecting Teeth Clenching and Stress – 44:16 Project: Zoom AI Learning Companion with 3Blue1Brown Style Visuals – 45:26 Project: Prediction Markets for Event Efficiency – 47:04 Project: Minerva—AI Tutor with 3D Rendering Capabilities – 48:23 Project: Collab—Automated Robotics for Chemistry Labs – 51:31 Project: AI for Frictionless Exploration of Medical Research – 55:23 Project: AI Clones for Autonomous Social Connections – 57:06 Project: Mind-Controlled Assistive Robotic Arm – 58:58 Project: Dot—Voice and Vision Assistant for Senior Medical Care – 1:01:02 Project: Agentic Coding Swarms—Building Software in One Shot – 1:03:18 Project: Conversational AI Caretakers for the Aging Population – 1:05:28 Project: AI-Driven Recruitment and Applicant Filtering – 1:07:32 The Math of Music: 24-Dimensional Chord Progressions – 1:09:43 Project: Frontline—Optimizing Emergency Response via Video – 1:10:23 Project: Autonomous Space Traffic Management and Collision Avoidance – 1:12:51 Project: Burn—"Scratch" for Machine Learning Education – 1:14:14 Project: Rewrite—Generating Interactive 3D Scenes from Images – 1:16:12 Project: Snapia—Reverse Engineering Workflows using CV – 1:18:32 Closing Demos: High-Speed Fixed-Wing Drones and BCI Candy Delivery – 1:21:41 The Judges Speak: Rubrics, Creativity, and Technical Impact – 1:23:43 Organizing TreeHacks: 8 Months of Prep and 27 Dedicated Students – 1:25:56 Judging Commences: One Thousand Developers, One Incredible Weekend – 1:28:40 Project: Sprout—Edge-AI Garden Observability – 1:30:11 Outro: The Hacker Ethic and Join us for TreeHacks 2027 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Tree Hacks 2026 AI-powered medical assistants mind-controlled robotic arms

4 months ago·youtube.com

+37

Test-driven development is helpful, but it misses the mark in certain key areas

Test-driven development is helpful, but it misses the mark in certain key areas. Carl discusses this with Quincy on the freeCodeCamp podcast.

Test-Driven Development

4 months ago·youtube.com

Gemini CLI Essentials – Full Course

Learn how to use the Gemini CLI for agentic coding. Created by @ExamProChannel Course info: https://www.exampro.co/exp-gemini-cli-01 ❤️ Support for this channel comes from our friends at Scrimba – the coding platform that's reinvented interactive learning: https://scrimba.com/freecodecampGemini Fundamentals ⭐️ Contents ⭐️ 00:01:09 Introduction 00:07:56 Gemini CLI 00:10:04 Gemini Models 00:11:17 Gemini Models Follow Along 00:13:36 Gemini API Key 00:17:03 Context Window Size Setup and Authentication 00:18:47 Install and Auth Gemini CLI 00:20:24 Gemini CLI Install 00:34:39 API Key Follow Along Context, Sessions, and Execution 00:41:16 Memory Management 00:42:25 GEMINI Markdown File 00:43:58 Gemini Markdown File and Memory Part 1 00:50:29 Gemini Markdown File and Memory Part 2 01:07:20 Compress and Clear Follow Along 01:18:55 Chat Management and Rewind Command 01:20:33 Chat Management Commands Follow Along 01:29:39 Rewind Command Follow Along 01:34:41 Plan Mode Follow Along 01:38:39 Settings File 01:39:46 Settings File Follow Along 01:44:30 Policy Files 01:46:01 Policy Follow Along 02:03:34 System Prompt Overrides 02:04:34 System Prompt Override Follow Along 02:10:16 Gemini Ignore Files 02:11:14 Gemini Ignore Follow Along 02:14:08 Permissions and Trusted Folders 02:15:15 Permissions and Trusted Folders Follow Along 02:19:30 Sandboxes 02:21:03 Sandbox Mode Follow Along 02:27:57 Yolo Command 02:28:39 Headless Mode 02:29:08 Headless Mode Follow Along Integration, Skills, and Automation 02:31:58 Extensions Marketplace 02:32:36 Extensions Marketplace and Using a Skill 02:41:00 Agent Skills 02:43:18 Agent Skills Follow Along 02:49:50 MCP Follow Along 03:02:02 Google GenAI SDK Follow Along 03:11:33 ADK Follow Along 03:24:47 Custom Subagent 03:36:22 GitHub Actions Follow Along UI & Misc 03:47:02 Themes 03:47:21 Themes Follow Along 03:48:00 Footer 03:48:58 Footer Follow Along

Gemini CLI

4 months ago·youtube.com

+11

Sliding Window Algorithm for Tech Interviews - Full Course

Learn the Sliding Window algorithm for tech interview prep. ✏️ This course was developed by Alvin Zablan, check out his channel: https://www.youtube.com/c/AlvinTheProgrammer 🔗 Learn more algorithms in Alvin’s complete beginner-friendly DSA course: https://structy.net ❤️ Try interactive Algorithms courses we love, right in your browser: https://scrimba.com/freeCodeCamp-Algorithms (Made possible by a grant from our friends at Scrimba) 📖 Course Contents 📖 - 0:00:00 Intro - 0:01:46 Max Subarray Sum Size K (https://learn.structy.net/klv) - 0:26:16 Max Subarray Product Size K (https://learn.structy.net/o6f) - 0:38:04 Subarray Target Sum Size K (https://learn.structy.net/f6n) - 0:44:53 Has Substring Anagram (https://learn.structy.net/1jh) - 0:55:44 Count Substring Anagrams (https://learn.structy.net/d0r) - 1:08:46 Find Subarray Sum (https://learn.structy.net/hpe) - 1:21:42 Longest Subarray Sum (https://learn.structy.net/vx4) - 1:35:52 Longest Unique Substring (https://learn.structy.net/vcg) 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Sliding Window Algorithm

4 months ago·youtube.com

+11

Python FastAPI Tutorial (Part 19): Deploy with Docker - Serverless Containers and Custom Domain

In this video, we'll be learning how to deploy our FastAPI application using Docker and Google Cloud Run. We'll containerize our app by writing a multi-stage Dockerfile, set up a serverless PostgreSQL database with Neon, deploy our container to Cloud Run, and configure a custom domain with HTTPS. We'll also add security headers to our application through middleware. This is a different approach from the VPS deployment in the previous video, where instead of managing our own server, Google handles the infrastructure for us and our app can scale to zero when nobody's using it. Let's get started... The code from this video can be found here: https://github.com/CoreyMSchafer/FastAPI-19-Deployment-Docker-GCR Full FastAPI Course: https://www.youtube.com/playlist?list=PL-osiE80TeTsak-c-QsVeg0YYG_0TeyXI Docker Desktop: https://www.docker.com/products/docker-desktop/ Create a New Google Cloud Project: console.cloud.google.com/projectcreate Google Cloud SDK: https://cloud.google.com/sdk/docs/install NameCheap (with Referral): https://namecheap.pxf.io/nyBgR Google Search Console: search.google.com/search-console/ ✅ Support My Channel Through Patreon: https://www.patreon.com/coreyms ✅ Become a Channel Member: https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g/join ✅ One-Time Contribution Through PayPal: https://goo.gl/649HFY ✅ Cryptocurrency Donations: Bitcoin Wallet - 3MPH8oY2EAgbLVy7RBMinwcBntggi7qeG3 Ethereum Wallet - 0x151649418616068fB46C3598083817101d3bCD33 Litecoin Wallet - MPvEBY5fxGkmPQgocfJbxP6EmTo5UUXMot ✅ Corey's Public Amazon Wishlist http://a.co/inIyro1 ✅ Equipment I Use and Books I Recommend: https://www.amazon.com/shop/coreyschafer ▶️ You Can Find Me On: My Website - http://coreyms.com/ My Second Channel - https://www.youtube.com/c/coreymschafer Facebook - https://www.facebook.com/CoreyMSchafer Twitter - https://twitter.com/CoreyMSchafer Instagram - https://www.instagram.com/coreymschafer/ #Python #FastAPI

FastAPI Deployment with Docker Google Cloud Run PostgreSQL Database Setup

4 months ago·youtube.com

Automate Your Life in 4 hours – Agent and Automation Zapier Course

Create a free Zapier account and follow along: https://bit.ly/4tJ2WCh This course will teach you how to automate repetitive tasks using Zapier for automation and agentic AI capabilities. This comprehensive course covers everything from basic triggers and actions to advanced AI agents and Model Context Protocol (MCP) servers. Course developed by @codingwithestefania ⭐️ Contents ⭐️ (0:00:00) Introduction (0:03:48) Welcome to the world of automation (0:05:49) Creating your Zapier account (0:06:56) Basic concepts (0:13:03) First steps + Quick tour (0:18:07) Zaps: UI and trigger (0:32:46) Setting up the action (0:50:33) Built-in tools (1:03:54) Managing folders (1:09:07) Creating Zaps with Copilot (1:29:22) Zapier Tables (2:02:23) More field options (2:09:42) Zapier Forms (2:20:49) AI Agents (2:41:42) Zapier Canvas (2:56:14) Chatbots (3:18:04) Zapier MCP: Google Calendar & Visual Studio Code (3:29:24) Zapier MCP: GitHub & Visual Studio Code (3:42:47) Zapier MCP: GitHub & Gemini CLI (3:50:53) More built-in tools (3:54:11) Zap history (3:59:26) Final thoughts 🏗️ Thanks to Zapier for providing a grant to make this course possible. 🎉 Thanks to our Champion and Sponsor supporters: 👾 @omerhattapoglu1158 👾 @goddardtan 👾 @akihayashi6629 👾 @kikilogsin 👾 @anthonycampbell2148 👾 @tobymiller7790 👾 @rajibdassharma497 👾 @CloudVirtualizationEnthusiast 👾 @adilsoncarlosvianacarlos 👾 @martinmacchia1564 👾 @ulisesmoralez4160 👾 @_Oscar_ 👾 @jedi-or-sith2728 👾 @justinhual1290 -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

Zapier Automation Agentic AI Capabilities

4 months ago·youtube.com

+21

Python FastAPI Tutorial (Part 18): Deploy to a VPS - Security, Nginx, SSL, and Custom Domain

In this video, we'll be learning how to deploy our FastAPI application to a VPS (Virtual Private Server) so that it's live and accessible on the internet. We'll walk through the entire process, starting with a fresh Ubuntu server and hardening it with SSH key authentication, a firewall, and brute force protection. From there, we'll set up Nginx as a reverse proxy, enable HTTPS with a free SSL certificate from Let's Encrypt, point a custom domain to our application, and use systemd to manage the app as a service so it starts on boot and restarts automatically if it crashes. By the end of this video, you'll have a secure, production-ready FastAPI deployment with a real domain name. Let's get started... Timestamps: Skip to 42:11 if your server is already secure Skip to 59:05 for the FastAPI-specific deployment steps The code from this video can be found here: https://github.com/CoreyMSchafer/FastAPI-18-Deployment-VPS Full FastAPI Course: https://www.youtube.com/playlist?list=PL-osiE80TeTsak-c-QsVeg0YYG_0TeyXI Linode (with Referral): https://www.linode.com/lp/refer/?r=d1a8982f8f82bfff0a130cd5061e50ebb9e07ac1 NameCheap (with Referral): https://namecheap.pxf.io/nyBgR WSL (Windows): https://learn.microsoft.com/en-us/windows/wsl/install Git for Windows: https://git-scm.com/install/windows ✅ Support My Channel Through Patreon: https://www.patreon.com/coreyms ✅ Become a Channel Member: https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g/join ✅ One-Time Contribution Through PayPal: https://goo.gl/649HFY ✅ Cryptocurrency Donations: Bitcoin Wallet - 3MPH8oY2EAgbLVy7RBMinwcBntggi7qeG3 Ethereum Wallet - 0x151649418616068fB46C3598083817101d3bCD33 Litecoin Wallet - MPvEBY5fxGkmPQgocfJbxP6EmTo5UUXMot ✅ Corey's Public Amazon Wishlist http://a.co/inIyro1 ✅ Equipment I Use and Books I Recommend: https://www.amazon.com/shop/coreyschafer ▶️ You Can Find Me On: My Website - http://coreyms.com/ My Second Channel - https://www.youtube.com/c/coreymschafer Facebook - https://www.facebook.com/CoreyMSchafer Twitter - https://twitter.com/CoreyMSchafer Instagram - https://www.instagram.com/coreymschafer/ #Python #FastAPI

FastAPI Deployment on Ubuntu Let's Encrypt SSL Certificates

4 months ago·youtube.com

Python FastAPI Tutorial (Part 17): Testing the API - Pytest, Fixtures, and Mocking External Services

In this Python FastAPI tutorial, we will learn how to test our FastAPI application using Pytest, HTTPX's AsyncClient, and mocking tools like Moto. We'll start by setting up our test structure and fixtures in conftest.py, including a transactional rollback pattern for fast and isolated database tests. From there, we'll write tests for our API routes covering authentication, CRUD operations, file uploads, ownership checks, and background tasks. We'll also learn how to mock external services like AWS S3 and email sending, so our tests don't depend on real infrastructure. By the end of this video, you'll have a solid set of real-world testing patterns that you can apply to your own FastAPI projects. Let's get started... The code from this video can be found here: https://github.com/CoreyMSchafer/FastAPI-17-Testing Full FastAPI Course: https://www.youtube.com/playlist?list=PL-osiE80TeTsak-c-QsVeg0YYG_0TeyXI ✅ Support My Channel Through Patreon: https://www.patreon.com/coreyms ✅ Become a Channel Member: https://www.youtube.com/channel/UCCezIgC97PvUuR4_gbFUs5g/join ✅ One-Time Contribution Through PayPal: https://goo.gl/649HFY ✅ Cryptocurrency Donations: Bitcoin Wallet - 3MPH8oY2EAgbLVy7RBMinwcBntggi7qeG3 Ethereum Wallet - 0x151649418616068fB46C3598083817101d3bCD33 Litecoin Wallet - MPvEBY5fxGkmPQgocfJbxP6EmTo5UUXMot ✅ Corey's Public Amazon Wishlist http://a.co/inIyro1 ✅ Equipment I Use and Books I Recommend: https://www.amazon.com/shop/coreyschafer ▶️ You Can Find Me On: My Website - http://coreyms.com/ My Second Channel - https://www.youtube.com/c/coreymschafer Facebook - https://www.facebook.com/CoreyMSchafer Twitter - https://twitter.com/CoreyMSchafer Instagram - https://www.instagram.com/coreymschafer/ #Python #FastAPI

FastAPI Testing with Pytest

4 months ago·youtube.com

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