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Anyshift's AI agent Annie now reads Elasticsearch logs via the Search API to correlate infrastructure changes with log evidence. The integration uses API key-based read-only access and a proactive hourly worker to surface error spikes. Multi-instance support was added to handle real customer deployments.
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