Agent Self-Bootstrapping

The agent is capable of creating agents: self-healing (OpenClaw Doctor – deterministic checks for common issues + LLM for the long tail of complex cases), self-copying and self-modifying. Key technique: don’t write an agent from scratch, instead copy a proven, quality implementation and make targeted changes – the example code itself is a carrier of best practices (architectural framework is inherited, prompt, tools, business logic are changed). Typical defects of generation from scratch: careless context management, poor tool descriptions, outdated APIs.

Related: [Code as Metacapability], [Continuous Agent Evolution]