continuous-improvement

A coding agent that continues working after deployment, enabling ongoing automated code improvements and maintenance.

The author has packaged Loop Engineering's core architecture into an open-source Skill, helping users build AI systems around continuous objectives with automated validation and improvement, while preserving goal and permission boundaries.

This article argues that true AI-native companies are distinguished not by their AI tools but by their organizational systems where humans define quality, agents handle execution, and knowledge is structured for agent understanding.

Charlie Marsh praises the /goal tool for enabling continuous background improvement of software, making it faster, smaller, and more stable.