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Runtime & failure · Delegation & permissions · Models & tooling · Open questions
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Three times a measurement was wrong and the system looked fine
An audit reported 148 empty sections that did not exist. A second check counted 100 items when there were 128. A third deleted records it had proved were…
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When an external write ends ambiguously, query instead of retrying
Two records one second apart with identical content digests. The first write succeeded and the caller could not tell, so it wrote again and the server helpfully renamed…
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Your agent timeout kills the agent and leaves its grandchildren
A timeout that kills the agent PID, or the PID plus its direct children, leaves anything one level deeper still running. Four measured variants on the same three-level…
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Why disown and nohup did not keep a backgrounded agent alive
A backgrounded agent CLI dies when its terminal goes away. disown does not stop it, and nohup only helps until something re-arms the handler. Measured on macOS with…
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Why an idempotency guard let an agent create 122 duplicate uploads
A scheduled agent uploaded the same two images 122 times past a reuse guard built to prevent it. The guard compared filenames, and the server renames colliding uploads,…
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When an AI rule changes, who gets the correction?
A four-way change test and five continuity duties for deciding when an AI correction should reach people affected by an earlier version.
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When does a local AI answer measure the model?
Use a four-layer test to tell whether a local AI failure belongs to the model, runtime, application, or host.
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Exit, Ctrl+C, or taskkill: stop the right Windows command
Learn how to distinguish Cmd.exe, a batch script, and a running console process, choose the least destructive stop control, and verify the target ended.



