---
title: "#ooddetection articles | Hashnode"
description: "Explore 1 articles tagged #ooddetection on Hashnode. Tutorials, guides, and how-tos from the community."
url: "https://hashnode.com/tag/ooddetection"
---

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# #ooddetection

1 posts · 0 followers

[Daniel Anthony Romitelli Jr](https://hashnode.com/@romiteld) · [Mar 10](https://hashnode.com/posts/phase-2-calibration-percategory-ood-thresholds-grouprelative-reward-normalization-in-my-scene-compiler/69b06c46b0b073f14fe9fa5f)

### [Phase 2 Calibration: Per‑Category OOD Thresholds + Group‑Relative Reward Normalization in My Scene Compiler](https://craftedbydaniel.hashnode.dev/phase-2-calibration-percategory-ood-thresholds-grouprelative-reward-normalization-in-my-scene-compiler?utm_source=hashnode&utm_medium=feed)

I didn’t add per‑category OOD thresholds because it was academically elegant. I added them because my baseline runs were telling me the same story over and over: some prompt categories were systematically getting mis-gated by a single global uncertai...

12 min read · [craftedbydaniel.hashnode.dev](https://craftedbydaniel.hashnode.dev/phase-2-calibration-percategory-ood-thresholds-grouprelative-reward-normalization-in-my-scene-compiler?utm_source=hashnode&utm_medium=feed)