Debugging tips that actually saved my thesis project

When a project starts acting strange, the first question should be: what changed last? Reproducing the problem from a clean state usually reveals the root cause faster than guessing.

Logging the input and output at every major step helped me narrow the problem to a single layer. That gave me more confidence and less panic.

Good debugging is less about brilliance and more about being systematic.