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Real-World RAG Incidents: Lessons from a Production Rollout

A field report from rolling out retrieval-augmented generation in production, including cache bugs, bad embeddings, and how we fixed them.

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KU
Kiril urbonasDevOps Engineer and AI Enthusiast
|Mar 10, 2026
Real-World RAG Incidents: Lessons from a Production Rollout

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Docker Multi-Stage Builds for Production
••December 20, 2023

Docker Multi-Stage Builds for Production

Optimize your Docker images using multi-stage builds to reduce size and improve security in production deployments.

KU
Kiril Urbonas·4 min read
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Infrastructure as Code with Ansible
••December 15, 2023

Infrastructure as Code with Ansible

Learn how to automate infrastructure provisioning and configuration management using Ansible playbooks.

KU
Kiril Urbonas·3 min read
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