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1 year and 1 million messages later: Lessons learned building AI agents on the Elasticsearch Platform

calendar_today May 13, 2026 person Chris Blaisure,Riya Juneja domain elastic-stack

After a year and one million messages, Elastic’s Field Technology team shares five lessons from building production AI agents: why logs matter most, how retrieval thresholds shape quality, and what high token counts actually signal.

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