---
title: "Discussion on \"I Followed the Vocabulary Instead of the Work\" | Hashnode"
description: "Discussion on \"I Followed the Vocabulary Instead of the Work\". An AI learning roadmap for application developers: one foundation, a backend path, a frontend path, and one feature that proves you learned it.\nI tried to learn AI engineering by following the vocabul"
url: "https://hashnode.com/posts/i-followed-the-vocabulary-instead-of-the-work/6ab94c820c0ee702f08a6c6d"
---

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# [I Followed the Vocabulary Instead of the Work](https://neerazz.hashnode.dev/i-followed-the-vocabulary-instead-of-the-work?utm_source=hashnode&utm_medium=feed)

An AI learning roadmap for application developers: one foundation, a backend path, a frontend path, and one feature that proves you learned it. I tried to learn AI engineering by following the vocabul

Sep 27 · 7 min read · neerazz.hashnode.dev  
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-   [#software-development](https://hashnode.com/tag/software-development)

## Written by

[Neeraj Kumar Singh Beshane](https://hashnode.com/@neerazz)

@neerazz · Fremont, California, USA

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

Security Infrastructure · AI Security · Distributed Systems

Staff Security Infrastructure Engineer at Parafin, working on Zero Trust for embedded lending infrastructure with $35B+ in capital offers extended. AI security researcher: EmbedGuard, GenOps, RuntimeGuard-AI, and the PerceptFence Zenodo/GitHub support artifact. Speaker at Conf42 DevOps, Conf42 LLMs, and CIMA 2026. Gold Laureate, Hackathon Raptors Fellow, IICSPA Fellow, Sigma Xi Full Member. I write about agentic AI security, MCP/tool-runtime risk, RAG security, Zero Trust, and platform engineering. ORCID: 0009-0002-2125-1805

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