---
title: "Discussion on \"Text in a Frame Is Contamination, Not Decoration\" | Hashnode"
description: "Discussion on \"Text in a Frame Is Contamination, Not Decoration\". Hook\nThe first time I watched a clean-looking frame fail the chain, the problem was not blur, bad framing, or a weak prompt. The failure was more structural than that: the frame carried text, and that text was the thing that poisoned the next step. O..."
url: "https://hashnode.com/posts/text-in-a-frame-is-contamination-not-decoration/69c8c43b6a8db32d09f967ae"
---

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# [Text in a Frame Is Contamination, Not Decoration](https://craftedbydaniel.hashnode.dev/text-in-a-frame-is-contamination-not-decoration?utm_source=hashnode&utm_medium=feed)

Hook The first time I watched a clean-looking frame fail the chain, the problem was not blur, bad framing, or a weak prompt. The failure was more structural than that: the frame carried text, and that text was the thing that poisoned the next step. O...

Mar 29 · 12 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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