# Non-deterministic Agents Break the Rules Traditional Software Security Was Built on

> **Platform:** [SPIDITS AI](https://spidits.com/) — Real-Time AI News & Market Intelligence  
> **Published:** 2026-11-10T12:00:00.000Z  
> **Category:** PRODUCT_LAUNCH  
> **Impact Score:** 90/100  
> **Primary Source:** [SiliconANGLE](https://siliconangle.com/2026/11/10/ai-agent-security-red-hat-layers-masked-keys-sandboxes-kubeconna)  
> **Canonical Citation:** [https://spidits.com/timeline/non-deterministic-agents-break-the-rules-traditional-software-security-was](https://spidits.com/timeline/non-deterministic-agents-break-the-rules-traditional-software-security-was)

## Executive Summary
AI agent security has become the critical gating factor for enterprises that want autonomous software doing real work. Unlike chatbots that answer questions, agents take actions, and every tool or credential they touch widens the potential damage. To that end, Red Hat Inc.

## Referenced Coverage & Sources
- **[SiliconANGLE](https://siliconangle.com/2026/11/10/ai-agent-security-red-hat-layers-masked-keys-sandboxes-kubeconna)**: Non-deterministic agents break the rules traditional software security was built on — _AI agent security has become the critical gating factor for enterprises that want autonomous software doing real work. Unlike chatbots that answer questions, agents take actions, and every tool or credential they touch widens the potential damage. To that end, Red Hat Inc. has spent the past year..._

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