CODING · EDITORIAL CLASSIFICATION · NOT A BENCHMARK
DO I NEED THE BIG MODEL FOR…
Diagnose an intermittent race condition
Frontier-model jobYES — USE THE STRONG MODEL
“Sparse evidence and competing timelines justify the strongest model.”
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
Reproduce under instrumentation and treat the model's diagnosis as a hypothesis.
REASONING5/5
AMBIGUITY5/5
ERROR COST5/5
CONTEXT4/5