Local sandboxing on developer machinesEverything above is about server-side multi-tenant isolation, where the threat is adversarial code escaping a sandbox to compromise a shared host. There is a related but different problem on developer machines: AI coding agents that execute commands locally on your laptop. The threat model shifts. There is no multi-tenancy. The concern is not kernel exploitation but rather preventing an agent from reading your ~/.ssh keys, exfiltrating secrets over the network, or writing to paths outside the project. Or you know if you are running Clawdbot locally, then everything is fair game.
When the PLA result arrives, the stall lifts and execution resumes -- either continuing forward (test passed) or redirecting to a fault handler.
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Reconstruct — Replays operations in chronological order per file path. Write ops set content, Edit ops apply string replacements, and Read ops capture snapshots. The --before flag uses binary search to cut off at any point in time.
2026-02-27 13:00:00
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Android 16 with One UI 8.5