Nima Torabi

Liberatii Advisor is not an agent that invokes a collection of tuning scripts. It is an optimizer in the same architectural tradition as a database query optimizer: it constructs a search space, derives properties, prices alternatives, and selects a winner.

A reported 3,951× speedup can be mathematically correct yet technically misleading. In one real example, the figure compared storage rows scanned rather than query latency—two fundamentally different measurements that became conflated into a dramatic performance claim.