Bit depth in audio refers to the level of detail stored in each sample of the waveform. Higher bit depths offer more detail and dynamic range. 32-bit float format provides protection against clipping, extended dynamic range, high precision in processing, and flexibility in post-processing. Analogies involving photography and painting help beginners understand these technical concepts.