@virajkothalawala
Exploring the intersection of AI, Zero-Trust Security, and Cloud Engineering
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Dec 8, 2025 · 4 min read · 1. The Core Definition In the context of Large Language Models (LLMs), nondeterminism refers to the phenomenon where the same input prompt ($x$) yields different output sequences ($y$) across different runs, even when the model weights are frozen. Th...
Join discussionDec 6, 2025 · 9 min read · LLM Security Risks Explained for Engineers Your LLM answers a customer ticket with internal Jira URLs and leaked project names. Nothing in your logs explains how it happened. This is the kind of silent failure that makes AI systems dangerous when dep...
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Nov 30, 2025 · 6 min read · Introduction to Security Engineering in the Age of AI Security Engineering has always been about building systems that remain dependable in the face of adversity. But 2025 marks a turning point: AI systems—especially Large Language Models (LLMs)—are ...
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Aug 17, 2025 · 5 min read · Lately, I’ve been tinkering with an idea that sits right at the intersection of AI, cybersecurity, and compliance frameworks. If that sounds like a strange mix, it kind of is — but hear me out. Why I Started This As a security engineer, I’ve lost cou...
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