---
title: "Discussion on \"Diversification After Scoring: The Step That Stops My Scene Compiler From Picking Five Paraphrases\" | Hashnode"
description: "Discussion on \"Diversification After Scoring: The Step That Stops My Scene Compiler From Picking Five Paraphrases\". A few weeks into running my scene compiler at scale, I hit an embarrassing pattern: I’d ask for five candidates, score them, and the “top five” would be… the same idea, phrased five ways.\nNot bad ideas—often the highest composite scores—but clustered..."
url: "https://hashnode.com/posts/diversification-after-scoring-the-step-that-stops-my-scene-compiler-from-picking-five-paraphrases/69b06c8fac1d39a127d29745"
---

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Discussion

# [Diversification After Scoring: The Step That Stops My Scene Compiler From Picking Five Paraphrases](https://craftedbydaniel.hashnode.dev/diversification-after-scoring-the-step-that-stops-my-scene-compiler-from-picking-five-paraphrases?utm_source=hashnode&utm_medium=feed)

A few weeks into running my scene compiler at scale, I hit an embarrassing pattern: I’d ask for five candidates, score them, and the “top five” would be… the same idea, phrased five ways. Not bad ideas—often the highest composite scores—but clustered...

Mar 10 · 7 min read · craftedbydaniel.hashnode.dev  
Updated Mar 23  
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-   [#diversity](https://hashnode.com/tag/diversity)
-   [#ranking](https://hashnode.com/tag/ranking)
-   [#reranking](https://hashnode.com/tag/reranking)
-   [#selection](https://hashnode.com/tag/selection)

## 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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