Agents vs Tools: What Changes in Practice

2026-02-02

Where autonomy helps, and where it creates risk.

Agents are useful when the task is multi-step and the system can safely constrain actions. They are harmful when they can operate outside boundaries or without evaluation.

Practical rule: if you can’t test it, don’t automate it.