kodebeat / papers / ai

Containing what a coding agent can reach

Azkaban and offline, two Linux sandboxes with one axis each.

A coding agent runs with the full privileges of whoever started it and needs almost none of them. azkaban empties $HOME to a tmpfs and binds back only what you allow, leaving the network connected; offline severs the network in three kernel layers and leaves the filesystem alone. Both state their threat model, and neither claims to stop a determined attacker.

What is in it

  • The problem — what goes unanswered without it, and who notices first.
  • Why the obvious alternative falls short — stated plainly, including where it is the better choice.
  • How it works — the method, not a feature list.
  • Concrete use cases — with console output quoted from the repository, never reconstructed.
  • The methodology behind any number it emits — every term shown, so the figure survives a question.
  • What it deliberately does not do — the section most papers leave out.

Part of the AI infrastructure theme.

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