Stop LLM Agent Takeovers With Tool Use Containment
Agent Takeover via LLM Tools and How to Contain It LLM agents are built to use tools. That design is also where risk concentrates. When a model can call...
1,517 articles in 12 categories
Cybersecurity Blog
Expert insights on cybersecurity, AI, compliance, and IT from Petronella Technology Group in Raleigh, NC.
More recent articles
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Microsoft leans on open weight model from Chinese AI lab to challenge Jev
In a surprising turn that has reverberated through the regulated‑sector AI community, Microsoft announced that its inaugural Microsoft‑Decision‑1 model will be built on the...
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AWS’s repeated problems with AI agent controls illustrates the autonomous agent dilemma
In the past year, Amazon Web Services has repeatedly patched autonomous agent security flaws that later reemerged in altered forms. Cybersecurity researchers at Palo Alto...
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DeepSeek and the FY2026 NDAA: What DoD Contractors Need to Know
Section 1532 of the FY2026 NDAA bars DeepSeek and High Flyer AI on DoD contracts. Learn what it covers, what it does not, and the replacement path.
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Using GPT-OSS 20B and 120B for Regulated Industries
GPT-OSS 20B and 120B run on your own hardware under Apache 2.0. Petronella Technology Group, Inc. deploys open-weight models inside compliance boundaries.
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Why Gemma Is the Right Local AI Model for CMMC Compliance
Run Google's Gemma 4 locally under Apache 2.0 inside your CMMC boundary. Petronella Technology Group, Inc. scopes, sizes, and deploys private AI.
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Talorys - A self-hosted personal AI agent on Cloudflare's free tier
In the evolving landscape of artificial intelligence, a new project has surfaced that challenges the way regulated organizations deploy and secure AI tools. craig_curated...
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Agent Corruption Lessons for Designing Safer AI Controls
AgentCorruption Lessons for Building Safer AI Agent Controls AI agents can be useful helpers for research, customer support, operations, and software...
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AI Customer Service Handoffs That Get Blocked in Court
AI Agent Customer Service Handoffs That Hold Up in Court AI customer service agents are everywhere now, and so are the handoffs. A chatbot gathers...
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Show HN: Jevman - AI decision models play Pac-Man
When a community of developers posts a playful experiment on a public forum, the ripple it creates can reach far beyond the novelty of a retro arcade game. The recent...
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How a Private AI Voice Agent Cuts Compliance Costs
A private AI voice agent processes spoken requests on hardware you control, keeping CUI and PHI off public cloud endpoints while meeting CMMC and HIPAA controls. This guide is...
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Major rules for federal contractors handling sensitive data are nearing the finish line -
Federal contractors who steward sensitive information are on the brink of a sweeping regulatory overhaul. Recent announcements indicate that the Department of Defense and other...
