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Monitoring That Actually Helps On-Call: Alerts, Dashboards, and Runbooks

How we went from 200 alerts per week (most ignored) to 15 actionable alerts with clear runbooks and useful dashboards.

InfrastructureMonitoringKubernetesTerraform
KU
Kiril urbonasDevOps Engineer and AI Enthusiast
|Apr 4, 2026
Monitoring That Actually Helps On-Call: Alerts, Dashboards, and Runbooks

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Monitoring291Terraform214AWS174Kubernetes129Python115Security112CI/CD111LLM102Ansible99Linux99

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Multi-Agent AI Systems: Building Collaborative AI Applications
••7 months ago

Multi-Agent AI Systems: Building Collaborative AI Applications

Learn how to build multi-agent AI systems where multiple AI agents collaborate to solve complex tasks. Architecture patterns and implementation guide.

KU
Kiril Urbonas·5 min read
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Systemd Tricks We Use to Keep Services Boring
••7 months ago

Systemd Tricks We Use to Keep Services Boring

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

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Kiril urbonas·1 min read
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Architecture Review: Ansible Role Design for Large Teams
••7 months ago

Architecture Review: Ansible Role Design for Large Teams

Ansible Role Design for Large Teams. Practical guidance for reliable, scalable platform operations.

KU
Kiril Urbonas·4 min read
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A Pragmatic Multi-Region Strategy for Small Teams
••7 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.

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Kiril urbonas·2 min read
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Prompt Engineering Best Practices: Maximizing LLM Performance
••7 months ago

Prompt Engineering Best Practices: Maximizing LLM Performance

Master prompt engineering techniques to get better results from LLMs. Learn about few-shot learning, chain-of-thought, and advanced prompting strategies.

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Kiril Urbonas·4 min read
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What We Learned Running Weekly Game Days on Our CI/CD Pipeline
••7 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.

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Kiril urbonas·2 min read
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Architecture Review: Terraform State Isolation by Environment
••7 months ago

Architecture Review: Terraform State Isolation by Environment

Terraform State Isolation by Environment. Practical guidance for reliable, scalable platform operations.

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Kiril Urbonas·4 min read
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Real-World RAG Incidents: Lessons from a Production Rollout
••7 months ago

Real-World RAG Incidents: Lessons from a Production Rollout

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Kiril urbonas·2 min read
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AI Model Deployment Strategies: From Development to Production
••7 months ago

AI Model Deployment Strategies: From Development to Production

Complete guide to deploying AI models in production. Learn about model serving, containerization, scaling, and monitoring strategies.

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Kiril Urbonas·4 min read
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How We Stopped Terraform Drift from Surprising On-Call
••7 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.

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Kiril urbonas·1 min read
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Systemd Tricks We Use to Keep Services Boring
••7 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·1 min read
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Model Quantization Techniques: Reducing LLM Size and Cost
••7 months ago

Model Quantization Techniques: Reducing LLM Size and Cost

Learn how to reduce LLM model size and inference costs using quantization techniques like Q4, Q8, and GPTQ. Practical guide with benchmarks.

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Kiril Urbonas·4 min read
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