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Containers, gVisor, and microVMs: Who Shares the Kernel, the System Calls, and the Hardware

Containers share the host kernel, gVisor inserts a user-space kernel, and a microVM adds a guest kernel plus a hypervisor; all three still share the same host's CPU caches and storage.

Talking Without a Network: How Shared Cache, Storage, and CPU Time Become a Signal

Two programs with no connection can pass bits through the speed of a shared resource: one changes its state, the other times it. Such channels need an agreed protocol and are slow and easily drowned out; the local experiment is nearly error-free up to 20 bps and gets clearly worse from 100 bps.

Reading a Defense Checklist: What Isolation, Noise Reduction, and Detection Each Block

No single defense blocks both covert channels and exits. Blocking channels comes down to not sharing, blocking exits comes down to narrowing the services you allow, and monitoring only notices while automatic stopping is a response after the fact; neither is prevention.

Reading OpenAI's Red-Team Report: Four Channels, the Test Conditions, and the Numbers Not Published

OpenAI says its red-team agents built communication channels on shared hosts from cache, storage, CPU time, and a TLS certificate cache, and that most channels are slow; in most tests the channel or protocol was given, and bandwidth and error rates were not published.

Where an Agent's Code Runs: Five Layers of Isolation From Container to Monitoring

A piece of agent code passes through five layers on its way from execution to a network connection: container, kernel boundary, shared host, network perimeter, monitoring. Each layer promises one thing, and the shared host layer promises almost nothing.

Which Layers Your Agent Should Worry About: Priorities for Personal, Team, and Multi-Tenant Setups

In my judgment, OpenAI wrote about a research environment for training frontier models; for a personal agent, limiting credentials and exits comes first, and covert channels become a main risk only once there is a second tenant that must be isolated.