---
title: "Discussion on \"User Corrections Always Win: The Streaming Outlook Add‑in UI That Turns Human Edits Into Training Signal (Series Part 4)\" | Hashnode"
description: "Discussion on \"User Corrections Always Win: The Streaming Outlook Add‑in UI That Turns Human Edits Into Training Signal (Series Part 4)\". I knew I’d built the wrong thing the first time I watched a recruiter hesitate over a single field.\nThe UI was “working”—the extractor was returning data—but the moment the company name landed wrong, everything downstream became fragile. Not because ..."
url: "https://hashnode.com/posts/user-corrections-always-win-the-streaming-outlook-addin-ui-that-turns-human-edits-into-training-signal-series-part-4/69bb9890d775f377ebff4223"
---

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# [User Corrections Always Win: The Streaming Outlook Add‑in UI That Turns Human Edits Into Training Signal (Series Part 4)](https://craftedbydaniel.hashnode.dev/user-corrections-always-win-the-streaming-outlook-addin-ui-that-turns-human-edits-into-training-signal-series-part-4?utm_source=hashnode&utm_medium=feed)

I knew I’d built the wrong thing the first time I watched a recruiter hesitate over a single field. The UI was “working”—the extractor was returning data—but the moment the company name landed wrong, everything downstream became fragile. Not because ...

Mar 19 · 8 min read · craftedbydaniel.hashnode.dev  
Updated Mar 23  
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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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