Why agents ignore negative instructions

Agents ignoring negative instructions can be fixed by moving rules out of prompts and making them executable. This is done by creating a binary check using path resolution to enforce file safety. Pairing this with a positive prompt scope reduces wasted attempts. This approach turns English policies into real controls.