Machine State by ARSA Technology
  • Home
  • About
  • Back to Main Site
Sign in Subscribe

LLM security

A collection of 4 posts
The Hidden Dangers of Emoticons: A Critical Look at LLM Semantic Confusion and Enterprise Risk
LLM security

The Hidden Dangers of Emoticons: A Critical Look at LLM Semantic Confusion and Enterprise Risk

Explore emoticon semantic confusion in Large Language Models (LLMs), a critical vulnerability leading to 'silent failures' and severe security risks for enterprises. Learn why robust AI interaction is paramount.
14 Jan 2026 4 min read
Safeguarding Large Language Models: A Layered Defense Strategy Against AI Jailbreaks
LLM security

Safeguarding Large Language Models: A Layered Defense Strategy Against AI Jailbreaks

Explore TRYLOCK, a defense-in-depth architecture combining DPO, RepE steering, adaptive classification, and input canonicalization to secure LLMs against sophisticated jailbreak attacks.
08 Jan 2026 5 min read
Beyond Harmful: The Crucial Need for Fine-Grained AI Evaluation in Enterprise LLMs
AI Evaluation

Beyond Harmful: The Crucial Need for Fine-Grained AI Evaluation in Enterprise LLMs

Discover why traditional AI evaluation overestimates Large Language Model (LLM) jailbreak success. Learn how ARSA Technology leverages fine-grained analysis for safer, more effective enterprise AI.
08 Jan 2026 5 min read
Revolutionizing Cybersecurity: AI for Automated Post-Incident Policy Gap Analysis
AI Cybersecurity

Revolutionizing Cybersecurity: AI for Automated Post-Incident Policy Gap Analysis

Discover how ARSA Technology leverages AI and LLMs to automate cybersecurity post-incident reviews, identifying policy gaps and enhancing organizational resilience with speed and precision.
08 Jan 2026 4 min read
Page 1 of 1
Machine State by ARSA Technology © 2026
  • Sign up
Powered by Ghost