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Practical articles on AI, DevOps, Cloud, Linux, and infrastructure engineering.

Real-World RAG Incidents: Lessons from a Production Rollout
••5 months ago

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.

KU
Kiril urbonas
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How We Stopped Terraform Drift from Surprising On-Call
••5 months ago

How We Stopped Terraform Drift from Surprising On-Call

A real story of removing console-only changes, adding drift detection, and getting Terraform back in charge.

KU
Kiril urbonas
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AWS Lambda Optimization: Reducing Costs and Improving Performance
••5 months ago

AWS Lambda Optimization: Reducing Costs and Improving Performance

Learn how to optimize AWS Lambda functions for cost and performance. Memory allocation, cold starts, and best practices.

KU
Kiril Urbonas
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Architecture Review: Secure Container Supply Chain Controls
••5 months ago

Architecture Review: Secure Container Supply Chain Controls

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

KU
Kiril Urbonas
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Systemd Tricks We Use to Keep Services Boring
••5 months ago

Systemd Tricks We Use to Keep Services Boring

Concrete systemd unit patterns that reduced flakiness: restart policies, resource limits, and structured logs.

KU
Kiril urbonas
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A Pragmatic Multi-Region Strategy for Small Teams
••5 months ago

A Pragmatic Multi-Region Strategy for Small Teams

How a small team moved from single-region risk to a simple active/passive multi-region setup without doubling complexity.

KU
Kiril urbonas
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What We Learned Running Weekly Game Days on Our CI/CD Pipeline
••5 months ago

What We Learned Running Weekly Game Days on Our CI/CD Pipeline

Practical game day scenarios for CI/CD: broken rollbacks, permission issues, and slow feedback loops—and how we fixed them.

KU
Kiril urbonas
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DevOps Metrics and KPIs: Measuring Success
••5 months ago

DevOps Metrics and KPIs: Measuring Success

Learn which DevOps metrics to track for measuring team performance. DORA metrics, deployment frequency, and more.

KU
Kiril Urbonas
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Architecture Review: Infrastructure Documentation as Code
••5 months ago

Architecture Review: Infrastructure Documentation as Code

Infrastructure Documentation as Code. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Multi-Region Resilience: Failover, Data, and DNS
••5 months ago

Multi-Region Resilience: Failover, Data, and DNS

Design for region failure. Active/passive and active/active, data replication, and failover testing.

KU
Kiril urbonas
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Real-World RAG Incidents: Lessons from a Production Rollout
••5 months ago

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.

KU
Kiril urbonas
Read article
Canary Releases: Gradual Rollout Strategy
••5 months ago

Canary Releases: Gradual Rollout Strategy

Learn how to implement canary releases in Kubernetes. Gradually roll out new versions to minimize risk.

KU
Kiril Urbonas
Read article
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