> Beyond prompts + hope: Tactus is a language + runtime for safe, reproducible tool-using agents—give them tools and a procedure, with approvals, durability, and the principle of least privilege.

Canonical: https://tactus.anth.us/examples/self-evolving-agents/

::band
# Self-Evolving Agents

Meta-cognition, meta-learning, and systems that improve themselves

Self-evolving agents represent a leap forward in agentic capability. By incorporating meta-cognition and meta-learning strategies, these agents can reflect on their performance and adapt their strategies over time.