About this channel
Cole Medin's channel centres on building with AI coding agents and improving the workflows around them. Model use, code discovery, computer interaction and personal knowledge systems appear alongside…
Cole Medin's channel centres on building with AI coding agents and improving the workflows around them. Model use, code discovery, computer interaction and personal knowledge systems appear alongside questions about security and operating constraints. The material speaks to developers and technically curious builders who want to move from trying an agent to organising a more capable development process around it.
Tutorial-style videos and project walkthroughs tackle specific points of friction. One episode examines the tokens an agent spends locating code and presents that search process as something to improve. Another considers how to keep working when coding tools impose restrictive usage limits. Videos about Jev focus on practical applications for coding, while a Claude Code demonstration explores having an agent operate a computer. These subjects keep the emphasis on how tools are used within a task, including the effort and resources consumed along the way.
A second thread concerns larger systems. Material about evolving an AI second brain asks what comes after the first version of a personal knowledge setup. Episodes on AI software factories examine a more extensive approach to automated software work, while security-focused videos address giving coding agents access to real infrastructure. The combination makes the channel relevant to viewers interested in automation who also need to decide what an agent can safely operate. MCP development and a hackathon invitation add a project-oriented dimension. Across the selection, the recurring interest is in connecting individual capabilities into workflows that can handle more of the work, with attention to the practical limits and control questions that arise as those workflows expand.
Latest episode
Agentic Apps: How Big Companies Are Actually Deploying AI Agents
Pretty much every AI agent I've built for myself is one agent I chat with. That's great for my own work, but it's not how companies actually adopt AI a lot of the time. So in this video I go through…
Pretty much every AI agent I've built for myself is one agent I chat with. That's great for my own work, but it's not how companies actually adopt AI a lot of the time. So in this video I go through the lessons I end up teaching every company I work with, and how that takes shape as what Oracle calls agentic apps!
Multiple agents working toward one goal, AI only where you need judgment, rules turned into actual code with tests, and a person approving anything that matters.
~~~~~~~~~~~~~~~~~~~~~~~~~~
- Oracle AI for Fusion Applications:
https://social.ora.cl/6002BGfjvg
Thanks to Oracle for working with me on this!
~~~~~~~~~~~~~~~~~~~~~~~~~~
Join Dynamous, my AI community for mastering agentic engineering and building AI agents:
https://dynamous.ai
~~~~~~~~~~~~~~~~~~~~~~~~~~
0:00 Why One Chat Agent Isn't Enough
0:45 What Is an Agentic App?
2:47 Building an App in Oracle AI Agent Studio
3:27 Inside the Agentic App
4:36 Agents That Prioritize Your Next Actions
5:14 Every LLM Call Runs Inside a Workflow
7:17 Security with Policies
8:20 Policy Nodes vs. RAG
8:57 Building the Leave Policy Workflow
9:30 Workflow Permissions and Triggers
10:22 Visual Outputs, Not Walls of Text
11:40 Recap and What's Next
~~~~~~~~~~~~~~~~~~~~~~~~~~
Join me as I push the limits of what is possible with AI. I'll be uploading videos weekly - at least every Wednesday at 7:00 PM CDT!
YouTube Shorts
AI Agents Masterclass
AI Platform Showcases
Archon - The AI Agent Builder
bolt.diy (Open Source bolt.new)
Guide to Building AI Agents
LangChain
Local AI (LLMs, RAG, more)
n8n RAG Template
No Code AI with n8n
uploads
More episodes from this channel
Jev Can SERIOUSLY Supercharge Your AI Second Brain (Here's How)
8.10.2026
My AI second brain makes thousands of decisions every day. Which emails are safe, which ones need a reply, which news is worth my time, which ideas I've already seen. And now Jev makes...
The BEST Jev Use Cases for AI Coding (Absolute Game Changers)
30.9.2026
Jev is incredible, and people are sharing a ton of fun use cases for it. But a lot of you have told me they aren't always the most practical. So in this video I...
The Biggest AI Coding Agent Upgrade Is Already on Your Machine?!
25.9.2026
Every conversation you have with your coding agent is saved as a file on your machine - every prompt, every tool call, every failure. It's a goldmine of data that almost nobody takes advantage...
AI Coding Rate Limits are RIDICULOUS Now - Here's How You Keep Scaling Anyway
24.9.2026
I'm continuing to build out my AI Software Factory and scale up my coding agents, but I'm hitting my rate limits with Claude Code and Codex more and more. This week I hit my...
Jev is the FIRST of a Whole New Class of AI Models (Here's How to Actually Use It)
21.9.2026
I've gone pretty numb to model launches this year. Every one is hyped up as the best model ever made by far, then you use it for a week and it's just... fine. Jev...
You Built Your AI Second Brain. Now What? (Here's How to Evolve It)
17.9.2026
An AI second brain works for one person. Once a whole team needs one, that stops being true. And you can't simply just build a "bigger" second brain. The team needs a different layer...
My NEW FAVORITE Skill - Claude Code Drives My Whole Computer (Better Computer Use)
15.9.2026
I'm obsessed with computer use right now. My coding agent drives my computer every single day, and I don't use any sort of tool for it! No Codex computer use, no GitHub repo, no...
GPT-6 Astra Just Made AI Software Factories Real (Here's How to Run One)
12.9.2026
Hostinger (code colemedin for an additional 10% off yearly plans for new accounts): https://www.hostg.xyz/SHK1N GPT-6 Astra is not AGI, but it is the best LLM right now BY FAR, especially for AI coding. So...
No One Talks Enough About Security for AI Coding. Here's How I Do It in My Workflows
10.9.2026
AI has almost solved writing code - at least in many ways. But it certainly doesn't produce secure code! I see vulnerabilities turn up in AI generated code constantly, and almost nobody is building...
AI Software Factories Are the Next Big Thing (And I'm Building You One)
3.9.2026
An AI software factory is the ultimate evolution of AI coding. A PRD goes in, gets split into tasks, and shipped code comes out the other end, with nobody looking at the code in...
11 Tiny Coding Agent Fixes With A Stupid Amount Of Payoff
1.9.2026
Some of the best guidance I've gotten for using coding agents has come in the form of simple tips and tricks. Small changes to how I work that ended up making a much bigger...
Watch This If Your Coding Agent is Ignoring Your Rules (You Need Hooks)
27.8.2026
Hooks are the most underappreciated part of every coding agent. In many ways they are more important than rules! I've seen the setups of hundreds of developers and entire companies, and almost nobody uses...
BMAD's Founder on the Future of AI Coding (And the Slop Apocalypse)
25.8.2026
There's a slop apocalypse coming, and it's not broken AI generated code crashing everything in production. It's the quiet kind: comments drift out of sync with what the code actually does, nobody goes back...
DeepSeek Just Built the Next Generation of Coding Agents
20.8.2026
DeepSeek just released the next generation of coding agent harnesses, fully open source and already past 165,000+ GitHub stars in under a week. I wanted to know one thing: could this replace Claude Code...
The Ultimate Guide to Making Your Entire Development Cycle AI Native
17.8.2026
Most engineering orgs adopting AI coding assistants are getting slower, not faster. A randomized study found developers finish tasks 19% slower with AI while being convinced they were 20% faster. The problem isn't the...
How to Build the Most Powerful System for AI Coding (Full Breakdown)
14.8.2026
An AI dark factory is a repository that ships its own code. A spec goes in, workflows plan it, build it and validate it, and working software comes out the other end. This is...
Every Claude Code Skill I Use to Drive My Entire Development Process
13.8.2026
These are all the skills I use to drive my entire development process with coding agents like Claude Code and Codex. This is the actual folder I work out of, on real codebases and...
Your AI Second Brain Is Slowly Rotting (Here's How to Fix It)
7.8.2026
Granola is the AI notepad for professionals in back-to-back meetings: https://www.granola.ai?via=cole-medin Every guide to building an AI second brain goes over the same components and stops before covering how to actually maintain your second...
The Creator of Claude Code Said to Do What Now?!
6.8.2026
Boris Cherny, the creator of Claude Code, says you should delete your CLAUDE.md, your skills, and your hooks every few months and see what the model does without them. Anthropic cut 80% of Claude...
The Ultimate Knowledge Base: Bring YouTube Into Your AI Second Brain
30.7.2026
Get started with SerpApi using 250 free credits: https://serpapi.com/?utm_source=youtube&utm_campaign=colemedin_july_2026 I turned my entire YouTube channel into one knowledge base you can drop straight into your second brain. The best part is this strategy works...
Continue reading
You may also like
Innohub TV
Watch this content also on Innohub TV
We picked clips from Innohub TV that continue the same topic.
