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A scheduled agent can report success every time it runs while making no lasting progress. In a case reported by TonyDzi of PaloAlto Ai Research Lab, a finite routine repeatedly selected work it had already processed because its progress journal lost updates. Its own success counter tracked launches, not completed work. The incident is a useful reminder: verify the output, not just the run.
What happened in the 19-day incident
In a DEV Community post published October 5, 2026, TonyDzi described a scheduled routine that selected a piece from a queue, processed it, wrote progress to a journal, and exited. The author said the routine ran several times a day and handled parts of a larger task. The roughly 300-line Python driver made no LLM calls.
When the author examined the system on August 23, 2026, they reported 453 runs but only 39 surviving progress lines in the journal. They characterized that discrepancy as an 11-to-1 loss rate and said the routine had spent 19 days re-processing pieces. These are figures from the author’s account, not independently audited statistics. Read the original account on DEV Community.
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Progress state could be overwritten
The journal was in a folder synced between machines. The author’s diagnosis was that competing writes could be reconciled by the sync process in a way that discarded an append. Once progress records went missing, completed pieces could look unfinished the next time the routine chose work.
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The counter recorded runs, not results
Each run wrote its own success message when it exited. That proved the routine had reached its exit path; it did not establish that the progress record had persisted or that new work had been completed. The author put the distinction this way: “The task fired” and “the work landed” are different claims, and only the second one pays rent.
How to make a scheduled routine detect real progress
Give writable state one durable home
Keep the routine’s writable journal on local disk, outside synced or shared-transit paths, and use a single writer. If other machines need visibility, provide them with a read-only copy rather than allowing competing writers to update the same state.
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Verify the output independently
Check the artifact the task is supposed to produce, using a reader other than the process that wrote it. Depending on the workload, that can mean confirming a timestamp or calculating a checksum. Treat a successful exit code or a self-authored log line as evidence that a process ran—not proof that the intended work landed.
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Make completion and lack of progress explicit
- Stop and report when the queue is empty instead of continuing to launch empty runs.
- Track whether each run creates new output. If repeated runs make no progress, stop and alert rather than scheduling indefinitely.
- Set finite retry limits and report pieces that keep failing. The source author gives five no-progress runs and three failures as example thresholds, not universal standards.
When a multi-run routine is the wrong tool
A queue, driver, and scheduler add state and failure modes. The author advises against using this pattern when the work fits in one sitting, when each piece needs human judgment before the next can proceed, or when an existing job queue already supplies acknowledgments and dead-letter handling. The choice is not simply “agent or no agent”: it is whether the work benefits from being split and whether the surrounding system can prove that each step completed.
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A practical way to assess your own jobs
Ask: “if it had done nothing for the last two weeks, would anything you monitor actually turn red?” Then check the system against the failure modes in the incident:
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- Is writable progress state kept in a durable location with one writer?
- Does monitoring confirm new output, rather than just a process launch or exit?
- Does the scheduler stop at an empty queue and alert on consecutive runs without progress?
- Are retries bounded, with repeated failures reported rather than silently recycled?
- Would a simple one-shot job, a finite routine, or an established queue best fit the task’s size, need for human judgment, and acknowledgment requirements?
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