Tagged "inference-security"

4 articles tagged inference-security, 14 February 2026 to 11 August 2026. Newest first.

• DEF CON 34 Exposes 10 Critical Vulnerabilities in Local AI Systems 11 August 2026

  Security researchers at DEF CON 34 identified 10 significant vulnerabilities affecting local AI deployments, highlighting critical gaps in model serving frameworks, quantization libraries, and inference runtime security. The findings emphasize the need for hardening local LLM infrastructure before production deployment.

• On-Device AI Inference Emerges as New Security Blind Spot for CISOs 13 April 2026

  Security research identifies critical gaps in organizational understanding of on-device AI inference risks and safeguards. This analysis highlights essential security considerations for enterprises deploying local language models.

• Show HN: Anonymize LLM traffic to dodge API fingerprinting and rate-limiting 26 February 2026

  A new tool helps users mask and anonymize LLM API traffic to prevent detection and circumvent rate-limiting mechanisms. This addresses privacy and access concerns for local LLM deployments and API usage.

• Critical vLLM RCE Vulnerability Allows Remote Code Execution via Video Links 14 February 2026

  A severe security flaw in vLLM (CVE-2026-22778) enables remote code execution through malicious video links, affecting millions of AI inference servers worldwide.