---
title: "Discussion on \"The Runtime Proxy Every Production AI Stack Needs\" | Hashnode"
description: "Discussion on \"The Runtime Proxy Every Production AI Stack Needs\". Why prompt engineering cannot secure enterprise LLM deployments—and what you should build instead."
url: "https://hashnode.com/posts/ai-guardrails-runtime-proxy/6a49f3264f0f6cecc8ce8026"
---

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# [The Runtime Proxy Every Production AI Stack Needs](https://askuma.hashnode.dev/ai-guardrails-runtime-proxy?utm_source=hashnode&utm_medium=feed)

Why prompt engineering cannot secure enterprise LLM deployments—and what you should build instead.

Jul 5 · 5 min read · askuma.hashnode.dev  
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-   [#guardrails](https://hashnode.com/tag/guardrails)
-   [#llm](https://hashnode.com/tag/llm)
-   [#security](https://hashnode.com/tag/security)
-   [#devops](https://hashnode.com/tag/devops)
-   [#python](https://hashnode.com/tag/python)

## Written by

[Ashutosh Kumar](https://hashnode.com/@askuma)

@askuma · Hyderabad, India

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

TPM building in public. Writing about AI guardrails - architecture, implementation, and what actually works in production. Code-first. No fluff.

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