How AI agents capture knowledge through skills and memory, why humans still write some skills, and what self-improving means in code — based on the source of six open agent harnesses.

Self-improving AI agents sound like marketing — until you read the code. This is how agents capture knowledge as skills and memory, why a human still has to write some of it down, and what self-improving actually means once you strip away the hype: bookkeeping, an LLM review pass, and a human gate.

Skills and Memory: How AI Agents Actually Learn

In this article, we'll suggest building an affordable AI machine with great scalability and over 256GB of memory. We'll cover different build tiers, component choices, and considerations to help you achieve a powerful AI setup without overspending.

In this guide, we'll suggest building a scalable AI machine with over 256GB of memory while keeping costs manageable.

Tag: Memory

Tag: Memory

Skills and Memory: How AI Agents Actually Learn

Building an Affordable AI Machine with Great Scalability (256GB+ Memory)