---
title: "Discussion on \"Designing LLM Assistants for High-Stakes Operations: Evidence Before Verdicts\" | Hashnode"
description: "Discussion on \"Designing LLM Assistants for High-Stakes Operations: Evidence Before Verdicts\". What 3,090 real SOC queries teach us about permissions, state, observability, and human approval in operational AI systems."
url: "https://hashnode.com/posts/designing-llm-assistants-for-high-stakes-operations-evidence-before-verdicts/6a7695f905940f6cd0dcaf71"
---

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# [Designing LLM Assistants for High-Stakes Operations: Evidence Before Verdicts](https://connectedresearchers.hashnode.dev/designing-llm-assistants-for-high-stakes-operations-evidence-before-verdicts?utm_source=hashnode&utm_medium=feed)

What 3,090 real SOC queries teach us about permissions, state, observability, and human approval in operational AI systems.

Aug 8 · 8 min read · connectedresearchers.hashnode.dev  
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