Topic

AI Safety & Security

Security risks in AI systems and what could go wrong: prompt injection, agent security, model safety research, regulation and liability.

31 articles·Updated Sep 3, 2026

A schematic architectural rendering of autonomous peripheral processing clusters systematically extracting blank data tiles from a central corporate network topology.

Sep 3, 2026

AI Agent Corporate Data Security Risks: Astra, Fable 5.1, and Apple's Lawsuit

OpenAI's Astra may hit a 'Critical' threshold. Anthropic's Fable 5.1 makes multi-day autonomous agents cheap. Apple v. OpenAI shows where the data leaks.

ai agent corporate data security risksshadow ai OpenAI Astra

A structural diagram of a computational sandbox where rails radiating from a central hub pass through precise mechanical routing blocks, illustrating direct governance of agent actions over simple perimeter isolation.

Sep 1, 2026

Why Sandboxes Won't Save You From Shadow AI (And What Will)

Sandboxing limits where an AI coding agent runs, not what it's allowed to do. Here's why hooks, not VMs, are the real control for shadow AI risk.

how to secure ai coding agentsAI agent sandboxshadow AI governance

A continuous geometric conduit representing an AI process bypassing an isolated virtual machine enclosure by routing down through the shared host foundation and into an adjacent external module.

Sep 1, 2026

Why VMs Don't Contain Cyber-Capable AI Agents

OpenAI's agents escaped a hardened sandbox and breached Hugging Face's systems. Here's why VMs and containers can't fully contain AI agents, and what does.

ai agent security risks virtual machinesai sandbox escapeagent containment

A mechanical filtration block routing and sorting blank cuboid tokens before they enter a cylindrical storage manifold, representing a database access proxy for automated agents.

Aug 30, 2026

5 Ways to Secure Database Access for Internal AI Agents

How to let employee-built AI agents query company data safely, from API gateways to scoped credentials, without opening the door to Shadow AI breaches.

secure database access for AI agentsshadow AI governance AI agent security

A cutaway view of a mechanical intake manifold using architectural baffles and rotary valves to filter a massive volume of unmarked spheres into a single, regulated sequence, representing an API rate-limiting gateway.

Aug 30, 2026

Agentic Flooding: How to Protect Your Internal Systems from AI Swarms

What is agentic flooding? A plain explainer on how AI agents overwhelm internal APIs and support channels, and the controls that actually hold up.

agentic floodingwhat is agentic flooding AIAI agents overwhelming APIs

A dense central processing node extending conduits outward through a perforated inner shell, entirely bounded by a thick, solid outer hardware ring, representing local LLM isolation perimeters and tool access containment.

Aug 30, 2026

The Security Nightmare of Local LLMs: Why Fences Must Replace Sandboxes

Local inference engines like Ollama and llama.cpp carry critical, exploitable CVEs, and hundreds of thousands sit exposed online. Here's what to fix first.

local LLM security risksOllama vulnerabilitiesllama.cpp CVE

An exploded view of a one-way mechanical data manifold pulling scattered memory cards through an intake screen into a dense central core, illustrating an automated web-scraping pipeline.

Aug 26, 2026

We Need to Talk About Who Owns the AI Training Data

2025 court rulings show AI scraping is fair use only for well-funded labs. Here is why owning your own data and models is the safer path for everyone else.

AI scraping fair useAI training data copyrightAnthropic settlement