This Is Not Prompt Engineering

BitDive generates regression tests from real Java runtime traces using its own small local AI model. Instead of sending code, SQL queries, HTTP payloads, and business data to cloud LLMs, BitDive runs locally on the developer’s machine. The model does not rely on prompts or token-based APIs — it converts captured runtime behavior directly into unit and integration tests, keeping data private and eliminating token costs.