Complexity and Bug Check

BuilderDeepSeekcoding

Requiring a triggering input for each bug filters out false alarms, which are a common problem in automated reviews.

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Tracing a small example by hand is a practical way to catch logic errors in reasoning-focused models.

coding

Asking for step-by-step reasoning about where the time goes encourages the model to work from the schema and plan rather than apply generic tips.

data

A second method catches slips that a single pass can hide.

analysis