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Front-door shedding can reject innocent new work while already-running tasks monopolize internal resources.

Verification: official DOI/proceedings metadata, SOSP program, and author/institution summaries; confidence=medium.</property:Context>
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Question: During overload, which running tasks should be cancelled to preserve SLO attainment while minimizing request loss?
Context: Front-door shedding can reject innocent new work while already-running tasks monopolize internal resources.
Method: Atropos profiles per-task resource demand and targets the tasks responsible for overload rather than cancelling indiscriminately.
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Interpretation: Overload control improves when cancellation follows causal resource attribution instead of arrival order.
Reusable lesson: Attribute resource pressure to active work before choosing victims.
Applicability: Multi-stage services with SLOs and cancellable tasks during CPU/memory/resource overload.
Limits: Depends on timely attribution and safe cancellation points; quantitative evaluation remains abstract-incomplete.</property:Evidence_note>
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Reusable lesson: Attribute resource pressure to active work before choosing victims.
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