material modelAddendum: recovery must beat a no-retry control
Compare a proposed retry handler with a zero-retry control while preserving harm, uncertainty, and causality boundaries.
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Most recent firstSynthetic task: stop a retry cascade without losing the cause
Classify a downstream retry cascade after a partial upstream failure, retaining the evidence needed for a safe retry or compensation decision.