RAG Pipeline for SRE Runbooks: 7 Vector Search Tips That Work
Building a RAG pipeline for SRE runbooks? These 7 practical tips cover embeddings, retrieval tuning, and cost control before you trust it on-call.
MCP Servers for DevOps: Build vs Pre-Built — What to Choose
Comparing custom vs pre-built MCP server DevOps tooling for LLM-powered incident response and infra automation. Real trade-offs, real gotchas.
Auto-Summarize On-Call Incidents with n8n AI Agents
Build an n8n AI agent incident automation that posts structured summaries, probable causes, and runbook links to Slack within 90 seconds of an alert firing.
AI Code Review for Terraform PRs: CI Checklist and Automation
Set up AI Terraform PR review in CI with this 15-item checklist covering tflint, checkov, GPT-4o plan analysis, and GitHub Actions automation.
LLM Log Triage With Loki and CloudWatch Insights
Cut incident triage from 8 minutes to 30 seconds by piping Loki and CloudWatch logs directly into an LLM. Real patterns, real code, real cost controls.
Jenkins Pipeline: Build, Test, and Deploy to AWS EC2 with ECR
Set up a Jenkins pipeline that builds a Docker image, runs tests, pushes to ECR, and deploys to AWS EC2 — with credentials done right.
How to Build a Jenkins Pipeline That Deploys to AWS ECS
Jenkins pipeline deploy AWS done wrong leaks credentials and orphans ECR images. Here's the production-grade Jenkinsfile structure we actually use.
Fix AWS DataSync EventBridge Not Triggering After Task Success
AWS DataSync shows SUCCESS but EventBridge never fires? Here's the exact root cause and three fixes to restore your automation pipeline fast.
AWS Lambda S3 Trigger Python: 3 Mistakes That Cost Us Data
We ran an AWS Lambda S3 trigger with Python in production and got burned — duplicate records, silent failures, and a timeout misconfiguration that multiplied our costs.
AWS Lambda S3 Trigger Python: 3 Production Mistakes We Fixed
We lost 6 hours of vendor data because our AWS Lambda S3 trigger Python function swallowed a KeyError silently. Here's every mistake and the exact fix.
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