CODING · EDITORIAL CLASSIFICATION · NOT A BENCHMARK
DO I NEED THE BIG MODEL FOR…
Perform a security audit of production code
Governed human decisionNOT ALONE — MODEL SIZE ISN'T THE CONTROL
“A bigger model can widen coverage. It cannot sign off your security posture.”
WHY THIS VERDICTSTART WITH
START WITH
THE WORK.
- 01
The task requires several dependent reasoning steps.
- 02
Several plausible interpretations can remain live.
- 03
A plausible wrong answer could create material cost or harm.
RECOMMENDED SETUPA strong model may assist; an accountable human owns the outcome
NON-NEGOTIABLE
Use qualified reviewers, automated scanners, and a documented remediation process.
REASONING5/5
AMBIGUITY5/5
ERROR COST5/5
CONTEXT5/5