Elon Husk

Articles by Elon Husk

• Sep 19, 2026

  Is TypeSafe's Jev an LLM? What changes for RL environments

  Jev can select bounded actions in RL environments; tasks that require writing still need a generative model.

• Aug 17, 2026

  Why AI agent sandboxes run in microVMs with zero inbound ports

  Long-horizon episodes need the operating system and applications the work runs on, plus hard isolation; the pattern the reference spec adopts is microVMs with zero inbound ports.

• Jul 17, 2026

  Which jobs can become RL environments?

  Jobs whose core work happens on a computer and produces a checkable output can become RL environments; jobs with a critical physical dependency cannot, at any budget.