12 min read
Fine-Tune LLaMA 3 with QLoRA on a Single GPU
A step-by-step guide to fine-tuning Meta's LLaMA 3 using QLoRA — achieve GPT-4 level performance on your domain with just 1 GPU.
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Deep dives into AI/ML, Cloud, DevOps, and infrastructure — from real production experience.
15 min read
The Ultimate Kubernetes Production Checklist
Everything you need before going live — RBAC, network policies, resource limits, monitoring, backup, and disaster recovery.
Read Article → 18 min read
Zero-Downtime AWS Migration: A Real-World Playbook
How I migrated a 500GB MySQL database and 12 microservices to AWS with zero downtime. Complete playbook with rollback plans.
Read Article → 20 min read
Building an Enterprise-Grade Homelab with Proxmox
Turn a single server into a production-like environment — clustering, HA, PBS backups, GPU passthrough, and monitoring.
Read Article → 16 min read
Production ML Pipeline: FastAPI + Docker + MLflow
Build a complete ML pipeline from data ingestion to model serving. Includes CI/CD, monitoring, and A/B testing.
Read Article → 14 min read
Complete Monitoring Stack: Prometheus + Grafana + Loki
Set up enterprise monitoring from scratch — metrics with Prometheus, dashboards in Grafana, logs with Loki, alerts that actually work.
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