Problem solved
Support teams needed faster retrieval of similar tickets and better clustering of operational issues without sending sensitive data to external AI services.
Outcome
Delivered semantic search, duplicate detection, resilient Oracle ingest, persisted Qdrant state, and Kubernetes deployment support for a usable internal AI product.
Built with
Claude Code, OpenAI Codex, Spring Boot, Kotlin, Qdrant, TEI, Docker, Kubernetes
Time taken
February-March 2026
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