FURKAN SAKIZLIAI DATA ENGINEERING

CONTROL & VERSIONING · HUMAN-IN-THE-LOOP

AI may prepare – humans must decide

AI structures evidence and prepares proposals. A capable person decides before effect; a bound gate executes only the approved action.

Bright three-dimensional decision architecture with a transparent control gate, evidence dossier and clear red, amber and green approval points.
01 · PREPAREProposal, diff, sources, uncertainty and alternatives without execution rights.
02 · DECIDEA competent person can approve, restrict, reject or escalate.
03 · PROVEIdentity, version, scope, conditions and outcome remain traceably connected.
DECISION-GATE PROTOCOL

CLASSIFY → PREPARE → EXPLAIN → CHALLENGE → DECIDE → BIND → EXECUTE → TRACE → REVIEW

Human oversight becomes a testable pre-effect control rather than a ceremonial click.

THE MEANINGFUL-OVERSIGHT TEST

Can the decision maker understand, challenge and actually stop the proposed effect before it occurs?