---
title: "Discussion on \"Algorithmic Matching Without an LLM\" | Hashnode"
description: "Discussion on \"Algorithmic Matching Without an LLM\". A recruiter opens a search result and sees a candidate at the top. The score says the match is strong. The card has to say why: the credential matched, the location fit, a production figure landed in"
url: "https://hashnode.com/posts/algorithmic-matching-without-an-llm/6a7cece4e1ccd0e645a369e9"
---

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# [Algorithmic Matching Without an LLM](https://craftedbydaniel.hashnode.dev/algorithmic-matching-without-an-llm?utm_source=hashnode&utm_medium=feed)

A recruiter opens a search result and sees a candidate at the top. The score says the match is strong. The card has to say why: the credential matched, the location fit, a production figure landed in

Aug 12 · 13 min read · craftedbydaniel.hashnode.dev  
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-   [#algorithmicmatching](https://hashnode.com/tag/algorithmicmatching)
-   [#deterministicscoring](https://hashnode.com/tag/deterministicscoring)
-   [#ranking](https://hashnode.com/tag/ranking)
-   [#explainability](https://hashnode.com/tag/explainability)

## 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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