Recursive Self Improvement for AI Agents

Recursive self-improvement is the process of building AI agents that learn from their own output and get smarter every time they complete a task. Anthropic recently shared that they’re generating eight times more code than they were just a few quarters ago using this same approach. The principle is straightforward: when an agent does work, it documents what it did, …

Building Your AI Foundation That Lasts

AI tools change every week. Claude Mythos, Gemini 3.0, Grok, ChatGPT. There’s always something new. But chasing the latest tool is a trap. What you need is a framework that stays the same no matter which AI you use. Everything you build should be portable. Here’s the system I use, broken down into four stages. Start with your why Before …