CODING · EDITORIAL CLASSIFICATION · NOT A BENCHMARK
DO I NEED THE BIG MODEL FOR…
Debug a distributed-system failure
Frontier-model jobYES — USE THE STRONG MODEL
“This is where the reasoning premium is cheaper than a confident wrong turn.”
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 SETUPStrongest suitable model + tools + task-specific evals
NON-NEGOTIABLE
Supply traces and topology, test hypotheses, and keep an engineer in the loop.
REASONING5/5
AMBIGUITY5/5
ERROR COST5/5
CONTEXT5/5