---
title: WhyLab Docker Validation vs Traditional Rubric Scoring: When Null Results Pass the Test
url: https://neogenesis.app/blog/whylab-docker-validation-vs-rubric-scoring-2026
publishedAt: 2026-05-12
updatedAt: 2026-05-12
author: Yesol Heo
publisher: Neo Genesis
category: research
canonical: https://neogenesis.app/blog/whylab-docker-validation-vs-rubric-scoring-2026
---

# WhyLab Docker Validation vs Traditional Rubric Scoring: When Null Results Pass the Test

> Traditional code-evaluation rubrics score against expected output. WhyLab grounds validation in Docker execution against SWE-bench. The 67-problem prefilter showed selective adaptive C2 does not exceed fixed C2 — a published null result that traditional rubrics would have obscured.

**Published**: 2026-05-12
**Last updated**: 2026-05-12
**Author**: Yesol Heo ([https://neogenesis.app](https://neogenesis.app))
**Publisher**: Neo Genesis
**Canonical URL**: https://neogenesis.app/blog/whylab-docker-validation-vs-rubric-scoring-2026

---

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