RYE

DeepSeek Harness ships a fail-closed filesystem sandbox using bwrap, Landlock, Seatbelt, or Windows ACLs, but its own source and documentation state that network access and process visibility are outside what the sandbox governs.

Researchers extracted 182 credentials and 367 PII artifacts from encrypted chain-of-thought fields returned by major LLM APIs, including secrets that never appeared in any plaintext prompt or response.

Docker Sandboxes and microVM isolation keep AI agents away from the host. They do not tell security teams what the agent read, ran, changed, or sent while it was inside.

A symlink bug in major AI coding assistants showed a harder truth: approval prompts only help when they tell the user what will really happen.

A technical look at how Claude Code, Codex CLI, and other coding assistants store sessions, run tools, ask for approval, and leave teams with fragmented controls.

A close look at Claude Code permission rules, hooks, and approval files, and why those local files are not the same thing as team policy.

How to route Claude Code, Codex CLI, and other AI coding agents through a local proxy so you can inspect model traffic and enforce policy.