Fixing n8n Bedrock Automation: Throttling, Duplicates, Cost Blowouts
n8n Bedrock automation looks solid in staging — then throttles, duplicates content, and burns tokens the moment real traffic hits it.
CI/CD Checklist: Quality Gates, Approvals, and Rollback Paths
A CI/CD quality gate checklist covering approval scoping and rollback paths that actually stop bad deploys before prod does.
GPT Slack Bot for CI Failures: 3 Mistakes We Made
We built a GPT Slack bot to summarize CI failures in an afternoon — then it leaked an AWS key into a public channel a week later.
PostgreSQL Archive Old Rows Script: 3 Mistakes We Made
Our PostgreSQL archive old rows script locked production for 18 minutes and duplicated 12,000 rows. Here's what we got wrong and how we fixed it.
Terraform Drift Detection in CI: Alert-Only vs Auto-Remediate
Terraform drift detection in CI can alert humans or auto-fix infra. I've run both — here's which one saved us and which one bit us.
Cursor AI Guardrails Checklist for Terraform and Ansible Repos
A practical Cursor AI infrastructure code review checklist to catch hallucinated IAM wildcards and provider bumps before they hit prod.
Automate AWS Cost Reports with Python, boto3, and SES
Stop finding out about AWS bill spikes from finance. Automate AWS cost report delivery with Python, boto3, and SES before charges surprise you.
Makefile Patterns for Terraform and Infra Repos That Actually Scale
Makefile infra repo patterns that survive CI, multi-environment workflows, and teams — without silent failures or credential leaks.
Fix GitHub Copilot Terraform Security Risks Before They Hit Prod
GitHub Copilot Terraform security gaps are silent — valid HCL, clean plan, broken posture. Here's how we block dangerous suggestions in CI.
Self-Hosted Ollama Homelab: 3 Mistakes Running Local LLMs
We ran self-hosted Ollama on a homelab for DevOps automation and hit silent CPU fallback, OOM crashes, and an exposed API. Here's what we fixed.
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