5.1Beyond Random Bytes

Traditional API fuzzing sends random bytes and mutated payloads. This finds crashes but rarely finds logic bugs. Semantic fuzzing uses AI to generate payloads that are structurally valid but test boundary conditions in the business logic.

The difference is intent. Random fuzzing asks "what happens if I send garbage?" Semantic fuzzing asks "what happens if I send something that looks valid but exploits a specific vulnerability class?"