From devcontainers to VMs: parallel dev environments for AI agents
How we replaced a single devcontainer with isolated OrbStack VMs to run multiple parallel development environments for AI agent workflows — architecture, CLI, and tradeoffs.
How we replaced a single devcontainer with isolated OrbStack VMs to run multiple parallel development environments for AI agent workflows — architecture, CLI, and tradeoffs.
Serverless and edge architectures have changed how today’s apps are built, which also means they’ve also changed how they must be secured.
What's new in Arcjet (2026-04-17). MCP server, a new AI coding agent plugin for Claude Code and Cursor, and new weekly security briefings via email.
The expertise required to apply security correctly can now live inside the agent, not inside the developer's head or a separate team's backlog.
Deploying application layer security in production can feel risky. Blocking rules, rate limits, and bot protections directly change how your system handles traffic and
Search for “Is CAPTCHA still effective?” and you will find plenty of confident answers. Most of them ignore how modern abuse actually works. CAPTCHA
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