---
title: "Discussion on \"Instructions Are Hints: Guardrails for an LLM Tool Loop\" | Hashnode"
description: "Discussion on \"Instructions Are Hints: Guardrails for an LLM Tool Loop\". A model with query access to 530 objects and 13,000 fields needs three of them. Here's the retrieval layer, the guardrails, and why two of the three don't hold."
url: "https://hashnode.com/posts/instructions-are-hints-guardrails-for-an-llm-tool-loop/6a88bc59ebf8ac9e8a7cbdfe"
---

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# [Instructions Are Hints: Guardrails for an LLM Tool Loop](https://blog.ashishkrjha.dev/instructions-are-hints-guardrails-for-an-llm-tool-loop?utm_source=hashnode&utm_medium=feed)

A model with query access to 530 objects and 13,000 fields needs three of them. Here's the retrieval layer, the guardrails, and why two of the three don't hold.

Aug 21 · 13 min read · blog.ashishkrjha.dev  
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[Ashish Kr Jha](https://hashnode.com/@Ashish14411)

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