Cole Medin - Videos
Back to ChannelBuild a RAG AI Agent with REAL-TIME Source Validation (CopilotKit + Pydantic AI)
One of the biggest problems with RAG systems is you never know what sources the AI Agent actually used. Did it hallucinate? Did it pull from irrelevant docs? And no, citation is not enough. In thi...
Are Agent Harnesses Bringing Back Vibe Coding?
Agent harnesses are making AI agents reliable - finally. They build on everything we’ve learned from prompt engineering and context engineering, but take it further: managing memory, controlling...
Are Agent Harnesses Bringing Back Vibe Coding?
Agent harnesses are making AI agents reliable - finally. They build on everything we’ve learned from prompt engineering and context engineering, but take it further: managing memory, controlling...
BIG AI Coding Hackathon Launch Party! (Live AI Coding & Q&A)
Come celebrate the start of the Dynamous x Kiro AI Coding Hackathon that is officially open for participation + submissions on January 5th! For this stream I'll be doing some live AI coding with K...
The Simplest RAG Stack That Actually Works (Complete Guide)
Most actually useful AI agents leverage some form of RAG - it's how our agents can search through our documents and data in real time. In this video, I'll show you from the ground up how to build a...
Live AI Coding with Ray Fernando - Exploring NEW Workflows
Ray and I are teaming up to bring you a super exciting livestream where we'll combine our workflows together to create something new and VERY powerful. We've got some insane ideas cooking that I ca...
I Forced Claude to Code for 24 Hours NONSTOP, Here's What Happened
Ever wondered what the best AI coding tool in the world (Claude Code) could create if you gave it a full 24 hours and tools to validate its own work? Well that's exactly what I do in this video, an...
I Forced Claude to Code for 24 Hours NONSTOP, Here's What Happened
Ever wondered what the best AI coding tool in the world (Claude Code) could create if you gave it a full 24 hours and tools to validate its own work? Well that's exactly what I do in this video, an...
My NEW Remote Agentic Coding System - Live Unveiling!
Join me for a super exciting livestream where I'll be unveiling my new remote agentic coding system that I'm giving away but ONLY during the live event! You can use this to code from anywhere - co...
The Way We Use AI Will Completely Change in 2026 (Hot Takes)
The IDE is dying. So is tool calling. OpenAI won't win. And you'll be shipping code you've never read even as an experienced engineer. The way we use AI for agents and writing code is going to loo...
Is Gemini 3 Really the Best AI Ever?
Gemini 3 has completely dominated everyone's attention over the last week in the AI space, but is the hype warranted? The benchmarks tell us the model is VERY powerful, but is that a real represent...
Is Gemini 3 Really the Best AI Ever?
Gemini 3 has completely dominated everyone's attention over the last week in the AI space, but is the hype warranted? The benchmarks tell us the model is VERY powerful, but is that a real represent...
AI Fixes My Code Better than Me Now?! (Here's How)
It's true - I've figured out how to design a system so that my AI coding assistant debugs and fixes code faster and better than I can. And I do consider myself a pretty experienced software enginee...
AI Fixes My Code Better than Me Now?! (Here's How)
It's true - I've figured out how to design a system so that my AI coding assistant debugs and fixes code faster and better than I can. And I do consider myself a pretty experienced software enginee...
MCP is INSECURE - Here's Why and How to Fix it
Everyone loves MCP but at the same time it's super insecure - you're exposing secrets in config, MCP servers give way too much permission by default most of the time, and there is no observability/...
GitHub is the Future of AI Coding (Here's Why)
The future of software is leaving most if not all of the coding to AI - I will die on that hill. BUT that isn't going to be as simple as a single chat box where we send in all of our requests and i...
GitHub is the Future of AI Coding (Here's Why)
The future of software is leaving most if not all of the coding to AI - I will die on that hill. BUT that isn't going to be as simple as a single chat box where we send in all of our requests and i...
The BIG Problem with MCP Servers (and the Solution!)
Over the last year, MCP servers have become to standard for connecting our AI agents to our tools and data. You've got MCP servers for Google Drive, Slack, Notion, Playwright, Archon, Postgres, and...
The BIG Problem with MCP Servers (and the Solution!)
Over the last year, MCP servers have become to standard for connecting our AI agents to our tools and data. You've got MCP servers for Google Drive, Slack, Notion, Playwright, Archon, Postgres, and...
The ONLY AI Tech Stack You Need in 2026
At this point I've covered basically all of the technologies I use in my tech stack throughout my content, but I've never done a single video sharing what makes up my entire tech stack and why. If ...
Every RAG Strategy Explained in 13 Minutes (No Fluff)
Retrieval Augmented Generation is THE way to give your AI agents the ability to search and leverage your documents and knowledge. But there are a million strategies for RAG out there - how do you k...
Learn 90% of Building AI Agents in 30 Minutes
Not only have I built hundreds of AI agents myself, I've seen other people build thousands of AI agents for every use case under the sun. The people who are the most successful are the ones who don...
First LIVE Agent Build - Fullstack RAG Agent for YouTube Content
I've never built an AI agent end-to-end LIVE before on YouTube so this will be a first! It's going to be a blast and super practical/educational at the same time. We'll be using a complete AI codi...
First LIVE Agent Build - Fullstack RAG Agent for YouTube Content
I've never built an AI agent end-to-end LIVE before on YouTube so this will be a first! It's going to be a blast and super practical/educational at the same time. We'll be using a complete AI codi...
Super Special Livestream this Weekend! (LIVE AI Agent Build)
I've never built an AI agent end-to-end live before on YouTube so this will be a first! It's going to be a blast and super practical/educational at the same time. - Enable notifications for the li...
Claude Code Web JUST Dropped but I Already Built Something BETTER (with Codex!)
Recently I've been obsessed with building remote AI coding workflows, and today I've got a pretty juicy one to share with you! This is much more flexible than the new Claude Code for the web. I've ...
Should I Build My AI Agents with n8n or Python?
Should I build my AI agents with n8n (no code) or Python (code)? This is one of the most common questions I get, and for good reason! So in this video, I break down the pros and cons of n8n and ...
Claude Code's Real Purpose
Claude Code is still the best AI coding assistant. As much as other tools like Codex are starting to catch up, there is no denying that. But did you know that the tooling on top of Claude that make...
Glue.ai is what Slack Should Have Become (AI/MCP Native Chat Platform)
Slack's great for chatting, but when you need to actually do something - file a ticket, update docs, pull analytics - you're juggling five different apps. Glue fixes this. It's the first team chat...
Claude Code's Real Purpose (It's Bigger Than You Think)
Claude Code is still the best AI coding assistant. As much as other tools like Codex are starting to catch up, there is no denying that. But did you know that the tooling on top of Claude that make...
Claude Code's Real Purpose (It's Bigger Than You Think)
Claude Code is still the best AI coding assistant. As much as other tools like Codex are starting to catch up, there is no denying that. But did you know that the tooling on top of Claude that make...
IBM TechXchange 2025 - IBM is Winning for Enterprise AI Agents #IBMPartner
Just attended IBM TechXchange 2025 🔥 #IBMPartner watsonx Orchestrate lets you build and ship enterprise AI agents in minutes. At the conference, I had the opportunity to build agents using their ...
The OFFICIAL Archon Guide - 10x Your AI Coding Workflow
As powerful as AI coding assistants are, they almost completely lack two of the most important parts of context engineering - RAG and project management. I built Archon to solve this and completely...
Docker Just Made Using MCP Servers 100x Easier (One Click Installs!)
Finding and running MCP servers has always been a bit scattered. Each one lives in a different repo or registry, with its own install steps/quirks - so even though MCP is powerful, getting a set of...
IBM TechXchange 2025 - Huge AI Announcements You Missed #IBMPartner
Huge announcements from IBM at their TechXchange event! A partnership with Anthropic and updates to their AI Productivity suite including enterprise grade agent evals and monitoring in watsonx Orch...
Build Your First Voice AI Agent in 20 Minutes with LiveKit (Open Source)
Voice AI platforms like Vapi, Synthflow, and Bland can only get you so far. You're paying premium rates, you'll hit walls when you try to heavily customize your agent, your tools are slow, and you'...
Turn ANY File into LLM Knowledge in SECONDS
One of the biggest challenges we face with LLMs is their knowledge is too general and limited for anything new. That’s why RAG is so popular - it’s a method for providing an LLM with external knowl...
The AI Wars are Back! Sonnet 4.5, DeepSeek V3.2, GLM-4.6 are HERE
The AI wars are officially back! After a quiet summer, we’re suddenly seeing huge drops - Claude Sonnet 4.5, DeepSeek V3.2, and GLM-4.6. All insanely powerful LLMs that deserve attention!
Claude Sonnet 4.5 - The New Coding King? (Sonnet 4.5 vs. GPT 5 Codex)
Anthropic has just released Claude Sonnet 4.5 and it's a BEAST! Definitely looking like it's the new coding king - at least according to the benchmarks. It's a laser focused LLM (super fast) that s...
AI Coding - Build Your Own Framework & Workflow
No matter what software you want to build, getting the best results with AI coding assistants is more than just your prompts - it's about creating repeatable systems that you can evolve to fit your...
The True Power of AI Coding - Build Your OWN Workflows (Full Guide)
No matter what software you want to build, getting the best results with AI coding assistants is more than just your prompts - it's about creating repeatable systems that you can evolve to fit your...
Knowledge Graphs in n8n are FINALLY Here!
It's finally here - knowledge graphs in n8n with the Graphiti MCP server! So many of you have been asking for me to include knowledge graphs in the RAG template I've been building on my channel so ...
The Future of AI and SaaS is Agentic Experiences (Here's How to Build Them)
Support AG-UI by giving them a star on GitHub! https://github.com/ag-ui-protocol/ag-ui There’s a good chance you’re stuck on the idea of building apps or SaaS platforms around agents - but that’s ...
This New Protocol Will Change AI Coding Forever (ACP)
The future of AI coding is here. Zed just introduced ACP (Agent Client Protocol) - an open standard (similar to MCP) that connects any code editor to any AI coding assistant. Zed’s integration is o...
Your ULTIMATE n8n RAG AI Agent Template just got a Massive Upgrade
RAG is the go-to solution for giving AI agents access to your knowledge base, but traditional RAG has major limitations - it misses context by splitting key ideas/concepts, can't connect informatio...
I Built My Claude Code Subagents DREAM TEAM to Create Any AI Agent
Here's how I used Claude Code subagents along with Archon to build my dream team of agentic coders to create any AI Agent. This template is available for you to try right now - link below! You jus...
My Top 20 Lessons from Building 100s of AI Agents (Super Actionable)
I've built hundreds of AI agents over the past couple of years and learned MANY lessons through doing so - a lot of them the hard way. I put a ton of effort into condensing all of these lessons in ...
Archon Beta Launch Livestream - What You Missed!
Be a part of the launch of the next big tool for AI coding assistants! In this condensed version of the Archon Beta launch livestream (3 hours condensed to ~1.25), I showcase the power of Archon an...
Archon Beta Launch Party (MASSIVE V2 Overhaul!)
Come be a part of the launch of the next big MCP server for AI coding assistants! I'll showcase the power of Archon, show you how to try it yourself immediately, and speak to the insane vision that...
Introducing Archon - The Revolutionary Operating System for AI Coding
- Try Hostinger Horizons (code COLEMEDIN for 10% off): https://hostinger.com/colemedinhh As powerful as AI coding assistants are, they almost completely lack two of the most important parts of con...