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RAGstein Files: Chat with the Island Documents

Vector databases alone aren't enough when dealing with thousands of pages of messy, scanned court documents. In this video, I build "Project RAGstein"- a custom Hybrid RAG system designed to chat ...

139 views • 14 likes • 8 comments • February 06, 2026

LangFlow just became even more AWESOME - LangFlow 1.7 is here!

LangFlow 1.7 is finally here, and it ships with a highly requested feature: Global Context Passing via API! 🚀 Before this update, passing data to components meant using "tweaks" and relying on spe...

384 views • 3 likes • 2 comments • February 02, 2026

MCP Servers Made Easy: The New LangChain-Toolbox Package 🚀

In this video, I show you a really interesting new package in the LangChain ecosystem: the LangChain-Toolbox! If you work with AI Agents, you know the struggle: defining tools inside every codebase...

301 views • 10 likes • 0 comments • February 02, 2026

DeepAgents in Production - The Architecture You Are Missing

Most AI tutorials leave you with a terminal script. But how do you connect the deepagents package to a real User Interface that your customers can actually use? In this video, I’m breaking down th...

328 views • 29 likes • 2 comments • January 26, 2026

Building Deep SQL Agents with the deep_agents package

In this video, I walk you through how to build Deep SQL Agents using the deep_agents package. We explore a powerful architecture where subagents function as tools, enabling a main orchestrator to i...

493 views • 20 likes • 3 comments • January 19, 2026

The Ultimate Power Duo: Python Simplicity + Rust Performance 💪

Code: https://github.com/Coding-Crashkurse/Python-Rust Python is fantastic, easy to learn, and extremely versatile. But let's be honest: Sometimes it's just too slow for the really heavy lifting. ...

433 views • 30 likes • 5 comments • January 12, 2026

The Ultimate Python Workflow 2025: UV & Ruff Crash Course

Is your Python workflow feeling slow? It's time to upgrade. In this crash course, we are ditching the legacy tools and setting up the ultimate modern Python development environment using UV and Ruf...

546 views • 36 likes • 4 comments • January 05, 2026

My year 2025 - No more tutorials 2026?

If you’d like to support my work, you can check out my Udemy course. Model Context Protocol: https://www.udemy.com/course/mastering-model-context-protocol-mcp-a-practical-guide/?couponCode=25A0C3F...

190 views • 9 likes • 11 comments • December 30, 2025

Stop Asking LLMs for Confidence Scores (Do this instead)

When your manager asks: "How confident is the AI?", don't be tempted to just ask the model for a score from 0-100%. It's a trap. These numbers are often just hallucinated text, not real mathematic...

552 views • 17 likes • 10 comments • December 15, 2025

Deep Agents Tutorial: Building Hierarchical AI Systems in Python

Why do most AI agents fail at long, complex tasks? It's not the model—it's the architecture. In this video, we go under the hood of the `deepagents` framework (built on LangChain & LangGraph) to un...

1,418 views • 49 likes • 10 comments • December 08, 2025

Dynamic Agent Cards: How to Build "Self-Aware" Agents (RAPTOR + A2A)

📽️ PREREQUISITES (Watch these first): • Raptor Introduction: https://youtu.be/zfHQSr_s9PM • A2A Protocol: https://youtu.be/4rbh2XfLCdM Code: https://github.com/Coding-Crashkurse/Raptor-Basics Mos...

428 views • 12 likes • 0 comments • December 01, 2025

Stop Fighting Over AI Models (The Gemini 3.0 Chaos)

Gemini 3.0 is out, and once again, the internet has lost the plot. We are seeing the same cycle repeat itself: half the timeline claims "it's over," and the other half claims it's "trash." In this...

275 views • 19 likes • 8 comments • November 22, 2025

Langflow Crash Course – Build LLM Apps without Coding (Postgres + Langfuse Setup)

Build powerful LLM-based applications without writing a single line of frontend code. In this video we take a deep dive into Langflow, my favorite low-code platform for building AI agents and work...

825 views • 28 likes • 3 comments • November 17, 2025

LangChain & LangGraph 1.0 — Finally Ready for Production?

My courses incl. Coupon Codes: Learn MCP: https://www.udemy.com/course/mastering-model-context-protocol-mcp-a-practical-guide/?couponCode=B5059DA182120238A0FA Learn LangGraph: https://www.udemy.co...

821 views • 27 likes • 1 comments • November 06, 2025

LangChain 1.0 Just Took a Huge Leap Forward

LangChain 1.0 is finally here! 🚀 In this video, we’ll explore what’s new in LangChain 1.0 — the biggest update since its initial release. You’ll get a quick overview of the most important new featu...

7,884 views • 185 likes • 11 comments • October 26, 2025

Does AI coding make you stupid? My perspective as a senior engineer.

I’m convinced that AI tools don’t make you worse – they just show you where you really stand. This video isn’t a praise piece for ChatGPT – it’s a realistic look at what actually happens when you u...

1,252 views • 26 likes • 12 comments • October 20, 2025

AI in Gaming - How LLMs can give NPCs a real personality

Code: https://github.com/Coding-Crashkurse/Pygame-Voice-Interaction Imagine NPCs that truly react to you – not with the same three dialogue lines, but with real intelligence. In this video, I’ll s...

574 views • 17 likes • 10 comments • October 13, 2025

Agentic Coding with GPT-5 Codex: A Complete Introduction

In this video, I introduce Agentic Coding with GPT-5 Codex. You’ll learn how to set it up, configure it to your needs, and make the most of its capabilities. Based on my hands-on experience over th...

1,115 views • 43 likes • 9 comments • October 02, 2025

Elicitation Explained – The New Feature in the Model Context Protocol (MCP)

Get my MCP Udemy Course with Promo Code: https://www.udemy.com/course/mastering-model-context-protocol-mcp-a-practical-guide/?couponCode=E44065E3F577222ACCD5 Code: https://github.com/Coding-Crashku...

776 views • 20 likes • 0 comments • September 14, 2025

A2A Checker & Controlplane – Validate and Manage Your A2A Agents

Code: https://github.com/Coding-Crashkurse/A2A-CLI In this video, I show you how the A2A Checker and the A2A Controlplane make A2A development much easier. The CLI tool a2a-check validates your A2...

308 views • 12 likes • 4 comments • September 08, 2025

A2A Showdown: python-a2a vs a2a-sdk vs FastA2A – Which One Wins?

Which A2A library should you use in Python? In this video I compare python-a2a, a2a-sdk, and FastA2A – looking at architecture, features, and real-world use cases. 👉 You’ll learn which one is best...

609 views • 26 likes • 6 comments • August 25, 2025

MONKEYPATCHING - Safe Hooks for LangChain Runnables

Explore how to monkey patch LangChain Runnables for instant observability and runtime control. This high-level demo spins up a FastAPI server with a prebuilt React UI, then patches Runnable calls t...

423 views • 15 likes • 3 comments • August 18, 2025

OpenAI Just Unleashed GPT‑5 – What You NEED to Know!

OpenAI just released the long-awaited new model: GPT-5. In this video, you'll get a quick and clear overview of what GPT-5 is capable of. We cover: – The bold claims made by OpenAI – First benchma...

1,094 views • 17 likes • 6 comments • August 07, 2025

GPT‑5 LEAK: It’s More Impressive Than Expected

It looks like GPT‑5 might have been accidentally leaked — and we got a chance to try it. In this video, I’ll show you what happened when I tested the leaked model and how it compares to GPT‑4. Spoi...

4,681 views • 51 likes • 12 comments • August 02, 2025

A2A's Game-Changer: How Stateless Messages Simplify AI Agent Communication

👇 Resources & Code - Source Code on GitHub: https://github.com/Coding-Crashkurse/A2A-Stateless-Message - Official A2A Protocol Specification: https://a2a-project.github.io/a2a-spec/ The Agent-to-A...

723 views • 16 likes • 3 comments • July 28, 2025

A2A (Agent-to-Agent Protocol) in 5 Min: How modern Chatbots communicate

Need to wire bots together—minus the spaghetti code? In just five fast minutes, this mini‑masterclass shows you how the Agent‑to‑Agent (A2A) Protocol lets completely independent agents discover eac...

820 views • 45 likes • 2 comments • July 21, 2025

PydanticAI + A2A - Create A2A ready Agents FAST!

In this video I show you how to use PydanticAI to create A2A ready agents with a single function. Spoiler: The idea is great, but there are still some issues! But in general it´s worth looking at ...

1,592 views • 48 likes • 10 comments • July 07, 2025

PROMOVIDEO - NEW UDEMY COURSE: Mastering Model Context Protocol (MCP): A Practical Guide

I just released my new Udemy course about the Model Context Protocol. Hope you enjoy it :-) Promocode: https://www.udemy.com/course/mastering-model-context-protocol-mcp-a-practical-guide/?couponCod...

499 views • 19 likes • 11 comments • June 21, 2025

ROADMAP - Personal Video about YouTube, Udemy (and Money)

In this video, I share the reasoning behind what I teach, what I intentionally leave out, and why. I also introduce the beta status of my upcoming MCP Udemy course. Your feedback is highly welcome!...

359 views • 25 likes • 12 comments • May 25, 2025

OpenAI & MCP - Native MCP Integration for Responses API NOW!

In this video, I walk you through the new native MCP integration in OpenAI's Responses API. You'll see how to use remote MCP servers, image generation, and the Code Interpreter directly in your age...

2,209 views • 60 likes • 10 comments • May 24, 2025

Model Context Protocol - Stateless MCP Servers with Streamable HTTP - Why this is BIG!

In this video, you will learn: Stateless and Stateful MCP Servers: Understand the differences and how to set up both types of MCP servers. We'll discuss why stateless is ideal for many common use c...

7,010 views • 162 likes • 13 comments • May 18, 2025

Smarter RAG Indexing – How to Keep Your Vectorstore Clean

In this video, I show you a simple but powerful approach to keep your vectorstores clean, fast, and cost-efficient for Retrieval-Augmented Generation (RAG) applications. You'll learn: Why indexing ...

1,136 views • 47 likes • 9 comments • May 05, 2025

A2A + MCP = Next-Level Agent Communication

In this video, you'll learn how combining Agent-to-Agent (A2A) interactions with Model-Context-Protocol (MCP) leads to more efficient, context-aware agents. My courses: LangGraph in Action: https:/...

4,908 views • 160 likes • 18 comments • April 18, 2025

Advanced RAG: Highlighting Retrieved Text in PDFs

In this video you will learn how to highlight retrieved text of chunks in the original documents. Code: https://github.com/Coding-Crashkurse/LangGraph-Tutorial/blob/main/highlight_rag.ipynb

2,307 views • 93 likes • 6 comments • April 14, 2025

GAMECHANGER for personalized AI Agents - LangMem

Want AI agents that actually remember you? LangMem makes it easy! Quickly personalize your AI interactions by storing context and memories effortlessly. Github: https://github.com/Coding-Crashkurs...

1,107 views • 55 likes • 5 comments • April 07, 2025

LangGraph BigTool – How to Easily Connect Multiple Tools to Your MCP Agents

Learn how to seamlessly integrate and manage numerous tools in your LangGraph agents. In this tutorial, we'll connect multiple tools using LangGraph BigTool, enhancing your agents' abilities to dyn...

2,105 views • 64 likes • 10 comments • March 31, 2025

Responses API - the BEST API for Agents?

OpenAI released their new responses API - the recommended way to build chatbots, agents and more - in favor of the more traditional completions API. What is the responses API about? It is worth the...

639 views • 28 likes • 3 comments • March 28, 2025

MCP (Model Context Protocol) in Production: Containerizing Your Servers and Clients

Learn how to package your MCP servers and clients into Docker containers for a smoother, more scalable production setup. We’ll walk through Docker Compose configurations, environment variables, and...

4,370 views • 133 likes • 8 comments • March 22, 2025

Model Context Protocol (MCP): The Future of AI Tool Integration

In this video, we explore Anthropic’s Model Context Protocol (MCP) and how it revolutionizes the way AI-driven applications connect to external tools and data sources. You’ll learn: What MCP is an...

3,130 views • 130 likes • 14 comments • March 15, 2025

Build Cross-Platform AI with LangGraph: Building AI Based Flutter Apps

Learn how to harness the power of LangGraph to create AI-driven Flutter apps for iOS, Android, and the web—from setup to your first intelligent assistant. Flutter install: https://docs.flutter.dev...

822 views • 32 likes • 1 comments • March 06, 2025

Claude Sonnet 3.7 Reasoning Agent with LangGraph

Claude 3.7 Sonnet introduces Anthropic's first "reasoning" mode, featuring an extended thinking capability. In this guide, I demonstrate how to leverage the model effectively, configure the number ...

1,214 views • 37 likes • 1 comments • February 26, 2025

Observer Pattern Meets RAG: Creating Adaptive Vector Stores

In this video, I’ll demonstrate how to integrate the Observer Pattern with Retrieval-Augmented Generation (RAG) to create adaptive vector stores. You’ll learn how dynamic tool-calling handles multi...

1,717 views • 77 likes • 4 comments • February 24, 2025

LangGraph Multi-Agent Supervisor - build high level Agents FAST

In this video I will show you a quick demo of the LangGraph Multi-Agent Supervisor Library built by the LangChain team. Code: https://github.com/Coding-Crashkurse/LangGraph-Tutorial/blob/main/agen...

8,404 views • 198 likes • 17 comments • February 17, 2025

Deploy Your Own AI Chatbot (DeepSeek-r1): Angular + FastAPI + Postgres + Ollama

In this video, I’ll show you how to build a production-grade, full-stack chatbot application using LangGraph, FastAPI, Postgres, and Ollama. We’ll use DeepSeek-R1 as our LLM and deploy everything o...

2,061 views • 110 likes • 23 comments • February 10, 2025

OpenAI o3-(mini) is out - DeepSeek-R1 killer or not?

OpenAI released o3... well at least o3-mini. How good is it? Is it DeepSeek-r1 killer? Is it an OpenAI o1 killer? How competive is the pricing. Get a first overview in this video Timestamps: 0:00 ...

1,121 views • 25 likes • 8 comments • January 31, 2025

DeepSeek-R1 with LangGraph - OpenSource Fallback Mechanism

In this Video you learn the following: - How to use DeepSeek with Ollama - How to integrate it into LangGraph - How to switch from openai to open source model dynamically - and more :) Code: http...

2,362 views • 67 likes • 11 comments • January 25, 2025

OpenAI Operator - Great idea, BUT...

OpenAI Operator is hyped as "game changing", "industry-shocking" etc. etc. But is it really? No! Is it bad? No!

321 views • 14 likes • 4 comments • January 25, 2025

DeepSeek-R1 Setup in 2 Minutes: Run This Insane Open-Source Model Locally!

You want to use DeepSeek-R1 but you do not know how? In just 2 minutes your will get the FASTEST way to use it on your machine locally. Links: https://ollama.com/ https://github.com/open-webui/op...

23,502 views • 297 likes • 56 comments • January 22, 2025

ChatGPT Tasks made with LangGraph

Transform your natural language commands into scheduled scripts Code: https://github.com/Coding-Crashkurse/ChatGPTTask-with-LangGraph Timestamps: 0:00 Introduction 0:50 Code Walkthrough

587 views • 20 likes • 2 comments • January 19, 2025

LangGraph - Long-Term Memory Agent

In this video you will learn how to not only use the Store class from LangGraph, but also what you have to be aware off when you implement Long-Term Memory in LangGraph. My courses: LangGraph in ...

5,027 views • 124 likes • 8 comments • January 13, 2025