LLMs can synthesize database-specific file readers from documentation, enabling direct storage access that bypasses driver overhead—a practical way to escape vendor lock-in and accelerate analytical workloads.
Jailbreak uses LLMs to automatically generate code that reads database storage files directly, bypassing slow database drivers. By analyzing database source code and documentation, the system synthesizes custom readers that convert PostgreSQL and MySQL data into in-memory columnar formats, achieving up to 27x faster analytics without modifying the database.