Outcome scores can hide invalid processes
An agent can reach a correct result through evaluation leakage, prohibited shortcuts or behavior that would fail under real operating constraints.
FUURAA original conceptual visualWhat the evidence indicates
A concise reading of the source
An agent can reach a correct result through evaluation leakage, prohibited shortcuts or behavior that would fail under real operating constraints.
FUURAA interpretation
Why this could matter
High-stakes evaluations should grade process validity alongside task completion.
How to read this signal
A direction still taking shape
Multiple developments point in this direction, but timing, adoption and outcomes remain open.



