AI accelerates execution faster than it accelerates judgment — which makes it powerful for structured work and dangerous for unfinished thinking.
FastTrack 5 Maxims for AI Use:
1. AI accelerates execution, not judgment.
If you don’t know what “good” looks like, AI will help you reach you “wrong” faster.
2. Validate, then automate.
Let ideas, questions, and methods survive human scrutiny before AI scales them.
3. Early AI = higher risk
The earlier AI enters a workflow, the higher the leverage and the associated risk.Early use can lock in framing errors that only surface under peer review.
4. Fluency is not understanding.
Polished language can conceal weak logic, misaligned methods, and unanswerable questions.
5. Structure first. Speed second.
AI is powerful when it accelerates a coherent research structure. It’s dangerous when it substitutes for one.
Put simply:
AI is safest when it speeds up a process you already trust and understand, and most dangerous when it replaces the thinking you haven’t done yet or fundamentals you lack.
