---
title: "Anvesh Vishwaraju (@anveshv) | Hashnode"
description: "Where Cybersecurity meets Artificial Intelligence — built in a lab, explained in plain English. Read the latest articles by Anvesh Vishwaraju on Hashnode."
url: "https://hashnode.com/@anveshv"
---

@anveshv

# Anvesh Vishwaraju

@anveshv · Mumbai, India · Joined May 2026

Where Cybersecurity meets Artificial Intelligence — built in a lab, explained in plain English

[Website](https://its-me-anvesh-var.github.io/)

### [Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It](https://anveshtheaisocanalyst.hashnode.dev/why-single-layer-llm-triage-is-dangerous-in-a-soc-and-the-architecture-i-m-building-to-prevent-it?utm_source=hashnode&utm_medium=feed)

Published on Hashnode | Anvesh Raju Vishwaraju | June 2026 I came across an article recently that genuinely surprised me. Not because the topic was new to me — but because someone at the same educatio

10 min read · [anveshtheaisocanalyst.hashnode.dev](https://anveshtheaisocanalyst.hashnode.dev/why-single-layer-llm-triage-is-dangerous-in-a-soc-and-the-architecture-i-m-building-to-prevent-it?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/why-single-layer-llm-triage-is-dangerous-in-a-soc-and-the-architecture-i-m-building-to-prevent-it/6a1fca4ec2e70f6b2969d371) [Jun 3](https://hashnode.com/posts/why-single-layer-llm-triage-is-dangerous-in-a-soc-and-the-architecture-i-m-building-to-prevent-it/6a1fca4ec2e70f6b2969d371)

### [Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It](https://anveshtheaisocanalyst.hashnode.dev/why-llms-hallucinate-on-mitre-att-ck-and-how-rag-fixes-it?utm_source=hashnode&utm_medium=feed)

The Problem Ask any frontier LLM "what sub-techniques fall under T1078 — Valid Accounts?" and you'll get a confident, detailed answer. You'll also get things that are wrong. Not because the model is u

4 min read · [anveshtheaisocanalyst.hashnode.dev](https://anveshtheaisocanalyst.hashnode.dev/why-llms-hallucinate-on-mitre-att-ck-and-how-rag-fixes-it?utm_source=hashnode&utm_medium=feed)

[May 22](https://hashnode.com/posts/why-llms-hallucinate-on-mitre-att-ck-and-how-rag-fixes-it/6a0feca8d8e265f60d93be60)

### [Bridging the Detection-Exploitation Gap with AI: Building PentestX](https://anveshtheaisocanalyst.hashnode.dev/bridging-the-detection-exploitation-gap-with-ai-building-pentestx?utm_source=hashnode&utm_medium=feed)

PentestX is an AI-augmented security toolkit I built during my final semester at UNC Charlotte — it combines offensive penetration testing with defensive SOC triage in a single modular CLI framework.

4 min read · [anveshtheaisocanalyst.hashnode.dev](https://anveshtheaisocanalyst.hashnode.dev/bridging-the-detection-exploitation-gap-with-ai-building-pentestx?utm_source=hashnode&utm_medium=feed)

[May 22](https://hashnode.com/posts/bridging-the-detection-exploitation-gap-with-ai-building-pentestx/6a0fc628d8e265f60d7fc912)