Role manual for the Engineer agent in the AI Scientist Agent system. Defines how the engineer writes complete runnable experiment scripts, runs them locally, reads errors, and auto-fixes up to 3 attempts. Enforces vectorized performance discipline so scripts finish in minutes, not hours. Use when the pipeline reaches the experiment stage or when a run needs repair.