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

Terraform Modules Best Practices: Building Reusable Infrastructure
••2 months ago

Terraform Modules Best Practices: Building Reusable Infrastructure

Learn how to create reusable Terraform modules. Module structure, versioning, and best practices for infrastructure as code.

KU
Kiril Urbonas
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Real-World RAG Incidents: Lessons from a Production Rollout
••2 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
••2 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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Operational Checklist: Model Serving Observability Stack
••3 months ago

Operational Checklist: Model Serving Observability Stack

Model Serving Observability Stack. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Linux Container Internals: Understanding How Containers Work
••3 months ago

Linux Container Internals: Understanding How Containers Work

Learn how Linux containers work under the hood. Namespaces, cgroups, and container runtime internals.

KU
Kiril Urbonas
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Systemd Tricks We Use to Keep Services Boring
••3 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
••3 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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Shell Scripting Best Practices: Writing Maintainable Scripts
••3 months ago

Shell Scripting Best Practices: Writing Maintainable Scripts

Learn shell scripting best practices for writing maintainable, secure, and efficient bash scripts.

KU
Kiril Urbonas
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Operational Checklist: RAG Retrieval Quality Evaluation
••3 months ago

Operational Checklist: RAG Retrieval Quality Evaluation

RAG Retrieval Quality Evaluation. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas
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Prompt Engineering for DevOps: Consistency and Safety
••3 months ago

Prompt Engineering for DevOps: Consistency and Safety

Use prompts to get reliable, safe outputs from LLMs for runbooks, code, and ops tasks.

KU
Kiril urbonas
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What We Learned Running Weekly Game Days on Our CI/CD Pipeline
••3 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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Real-World RAG Incidents: Lessons from a Production Rollout
••3 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
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