Jooyeol Kim

CIEA

Core-Inference Evaluation Architecture

CIEA is a practical audit architecture for testing whether an apparent improvement in a metric reflects real progress toward the underlying core, or merely displaces cost, responsibility, frustration, verification work, rollback burden, and long-term damage outside the decision table.

Core idea

A metric is not the core. A metric is only a surface signal for inferring the core.

CIEA asks:

What improved?
What was supposed to improve?
What did the decision table count?
What did it leave outside?
Where did the excluded cost, burden, or responsibility go?
Who must now verify, repair, roll back, or answer for the result?

Public package

Current module

Current sample case

Relation to Stop–Go

CIEA and Stop–Go answer different questions.

Tool Question
Stop–Go Threshold Protocol Should this system be delegated one more step of authority?
CIEA Did the claimed improvement actually improve the core, or did it move verification, rollback, and responsibility costs elsewhere?

Shorter:

Stop–Go asks whether automation should be allowed to act. CIEA asks whether automation actually improved anything after all excluded costs are counted.

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