Answer
When working with Acoustic Models, start with a clear goal, test on real data early, keep the approach as simple as possible at first, and follow established practices from the AI community rather than guessing.
Real-world example An acoustic model helps a speech recognition system tell the difference between similar sounding words based on subtle sound patterns.