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Sponsored Keynote: The Work Before the Magic: Autoremediation Readiness

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Autoremediation succeeds only with all the data (metrics, logs, traces ingested via OpenTelemetry), structured context (normalized log fields, service maps, trace/span IDs, and external signals like recent code commits or data‑center weather events), and tight guardrails: start with low‑risk repeating fixes (cache clears, resource bumps), require easy rollback, and enforce human-in-the-loop approval buttons that convert to automatic actions after repeated confirmations, progressively expanding scope as trust proves the fixes.

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