Using AI Without Losing Fundamentals

AI should amplify engineering judgment, not replace it. The strongest developers use AI to speed up research, debugging, and iteration while keeping architecture, logic, and responsibility firmly human-led.

When fundamentals are weak, AI becomes a crutch. When fundamentals are strong, AI becomes leverage.

This approach allows faster execution without compromising system integrity.

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