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USE CASE 02 / REPLAY & IMPROVE

Replay, stress-test, optimize

Turn a captured production run into a repeatable experiment. Introduce a failure, inspect the evidence, and validate a better recovery strategy.

Illustrative simulation Fictional data and tool calls. No live AI, backend or production changes.
◈ NORTHSTAR SUPPORT / development sandbox