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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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Deep Dive: Linux Performance Baseline Methodology
••May 9, 2024

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••May 5, 2024

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Cloud Disaster Recovery Runbook Design. Practical guidance for reliable, scalable platform operations.

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••May 1, 2024

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••April 28, 2024

Deep Dive: Ansible Role Design for Large Teams

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Deep Dive: Docker Image Hardening for Production

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••April 11, 2024

Deep Dive: Kubernetes Cluster Upgrade Strategy

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••April 8, 2024

Practical Guide: AI Inference Cost Optimization

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Practical Guide: SLO-Based Monitoring for APIs
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••March 31, 2024

Practical Guide: Secure Container Supply Chain Controls

Secure Container Supply Chain Controls. Practical guidance for reliable, scalable platform operations.

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