Multi-Language Code Evaluation Pipeline for LeetCode Style Problems Most evaluator writeups optimize for speed first. Our biggest quality issue was not latency, it was false negatives. We repeatedly saw “correct-looking” solutions fail across languages due to starter drift, I/O contract mismatch, and comparator inconsistency. So we redesigned the pipeline around one goal: deterministic, explaina