---
title: "Discussion on \"The Reward Calibrator That Learns the Shape of Its Own Judgment\" | Hashnode"
description: "Discussion on \"The Reward Calibrator That Learns the Shape of Its Own Judgment\". I hit the wall when one noisy signal kept dragging candidate selection around like a shopping cart with one bad wheel. On paper, the composite score looked stable. Then I watched different weight sets"
url: "https://hashnode.com/posts/the-reward-calibrator-that-learns-the-shape-of-its-own-judgment/6a710461725ff6c213f38502"
---

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# [The Reward Calibrator That Learns the Shape of Its Own Judgment](https://craftedbydaniel.hashnode.dev/the-reward-calibrator-that-learns-the-shape-of-its-own-judgment?utm_source=hashnode&utm_medium=feed)

I hit the wall when one noisy signal kept dragging candidate selection around like a shopping cart with one bad wheel. On paper, the composite score looked stable. Then I watched different weight sets

Aug 3 · 9 min read · craftedbydaniel.hashnode.dev  
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## Written by

[Daniel Anthony Romitelli Jr](https://hashnode.com/@romiteld)

@romiteld · East Aurora NY

  
[View profile](https://hashnode.com/@romiteld)

AI engineer. LLM agents, RAG, Azure AI Foundry, Python/TypeScript. Navy veteran. Builder of Scenematic, Pramaana, and production multi-agent systems. I write about what I actually ship.

Sr. AI Engineer & Architect. Building deterministic, context-aware AI for enterprise production.

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