Transcription
You have the most powerful AI tool, and it's sitting on your computer right now. Nobody tells you about it because there's nothing to sell. I tell you what it is, but first, I need to explain the problem.
You have this AI model, but it needs to get through the context wall. And the context wall isn't a real wall. It's just this imaginary wall of how to organize all of your data and processes inside of your company so that the AI model doesn't screw up anything and it remembers everything properly.
People are using agentic frameworks to solve that problem. Don't get me wrong, there's a lot of great tools out there, but there's an even better one that's completely free and ready to use right now. Anthropic, one of the largest AI companies in the world, knows this. Heard about agent skills? They're the ones that built them for this reason.
Context wall from earlier. Well, think about your company as workflows. So the context of instructions, data, and tools is usually stored within the context of workflows. Imagine each of these numbers is an employee. Employee 1, 2, and 3. Each of them has a different workflow that they use the company's instructions, data, or tools.
Now, let's assume all of them have access to Claude code. They're using open code and an open-source model like Gemma. Now, they need to feed it information such as instructions or tools to get it to do parts of their tasks in a workflow. Instead of creating a crazy LangGraph harness, Anthropic decided to toss all that information into a folder.
Actions are the skill.md. The data and tools can be found with the script.py. Every workflow or task, there is a different skill with different sets of access to data and instructions. Everyone is building an agent for every single version of this. There's an agent here. There's an agent here. There's seven agents here. That's the wrong way.
You can have one single agent such as Claude code knows how to read and write, use tools, and has data and memory built in automatically to it, and then feed it or have it look through skill files or folder files. E1 uses Claude code and calls a skill. It's creating the agent on the fly that would have required way more infrastructure.
Every single one of those employees can create multiple chats or instances, basically spawning thousands of agents and sub-agents from one single agent. Secret tool. They're using a bunch of folders and markdown files.