FURKAN SAKIZLIAI DATA ENGINEERING

PROVENANCE · AI DATA ENGINEERING

Reliable AI requires provenance

An answer becomes auditable only when source, transformation, version and approval remain traceable.

A continuous blue provenance line connects original source, transformations, versions and valid output.
01 · SOURCEWho or what created the information?
02 · TRANSFORMATIONWhich processing steps changed it?
03 · VALIDITYWhich version and approval now apply?
CORE METHOD

THE PROVENANCE CHAIN

Entity, activity, agent and supersession relations connect the original source to the valid output.

THE BACKWARD TEST

Trace one claim from output through run, segment, index and extraction to the immutable original source.