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Flockx is a social discovery startup that uses AI agents to help people find events, local communities, and like-minded individuals in their area. The company built its core platform on Elasticsearch, using semantic search, RAG, and Elastic Observability to power personalized recommendations and real-time operations. Search response times dropped from hundreds of milliseconds to tens of milliseconds, a 10x improvement, while infrastructure deployment time shrunk from months to days.