Content about #LLM

The Ralph Loop technique — a trick for making AI Coding Agents automatically repeat execution — was popular last year, but I didn’t trust whether it was safe enough or sufficiently stable.

A few months ago, Claude Code’s update introduced the /loop skill, which essentially uses Claude Code’s built-in Cron tool to repeat specific prompts at fixed intervals, achieving a similar effect. At least it’s safer and more controllable.

However, things are rarely that simple.

I previously wrote Should You Have Your Own Agent Skills? to explain why I believe everyone should maintain their own skills. But another phenomenon I’ve noticed is: are those “impressive skill collections” really as magical as they seem?

From my own experience, things work just as well without all that content — stuffing in too much might actually waste tokens and even hurt performance.

Recently, due to work requirements, I needed to evaluate AI Agents and also ended up comparing them with Agentic AI. If you’re also evaluating or adopting AI agent-related technologies, these two concepts may look similar but are quite different.