Anvesh Vishwaraju (@anveshv)

AVAnvesh Vishwarajuanveshtheaisocanalyst.hashnode.devJun 3 · 10 min read

Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It

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

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AVAnvesh Vishwarajuanveshtheaisocanalyst.hashnode.devMay 22 · 4 min read

Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It

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

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AVAnvesh Vishwarajuanveshtheaisocanalyst.hashnode.devMay 22 · 4 min read

Bridging the Detection-Exploitation Gap with AI: Building PentestX

Background In most security operations centres, offensive and defensive knowledge exist in separate silos. Penetration testers understand exploitation chains intimately. SOC analysts understand alert

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Anvesh Vishwaraju

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Anvesh Vishwaraju's blogs

Recently published

Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It

Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It

Bridging the Detection-Exploitation Gap with AI: Building PentestX

Anvesh Vishwaraju

About

Available for

Anvesh Vishwaraju's blogs

Recently published

Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It

Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It

Bridging the Detection-Exploitation Gap with AI: Building PentestX

Anvesh Vishwaraju

About

Available for

Anvesh Vishwaraju's blogs

Recently published

Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It

Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It

Bridging the Detection-Exploitation Gap with AI: Building PentestX

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Anvesh Vishwaraju

About

Available for

Anvesh Vishwaraju's blogs

Recently published

Why Single-Layer LLM Triage Is Dangerous in a SOC — And the Architecture I'm Building to Prevent It

Why LLMs Hallucinate on MITRE ATT&CK — And How RAG Fixes It

Bridging the Detection-Exploitation Gap with AI: Building PentestX