Technical Articles

A Reproducible Mechanism for Evaluating Embedding Models
Published March 09, 2026
LLM-as-Judge, generalized linear model and likelihood ratio test in R for statistical evaluation of embedding models on AWS Bedrock

Building Production-Ready Multi-Environment AWS Infrastructure with Terraform
Published October 03, 2025
Build production-ready multi-environment AWS infrastructure with Terraform. Real-world e-commerce case study with shared resources, cost optimization, and deployment automation.

Cost-Optimized AWS Networking: Custom EC2 NAT vs Managed NAT Gateway
Published July 01, 2025
Save 81-94% on AWS NAT costs using EC2-based NAT instances. Terraform implementation, cost analysis, and trade-offs vs managed NAT Gateway.

Operational Automation with Ansible on Terraform-Managed AWS Infrastructure
Published April 01, 2025
Integrate Ansible operational automation with Terraform-managed AWS infrastructure. Dynamic discovery, secrets management, and repeatable workflows for ECS environments.

Async AI Content Generation with AWS Bedrock Batch API: 50% Cost Reduction
Published January 03, 2025
Build scalable async AI content pipeline with AWS Bedrock Batch API. Save 50% on AI costs using event-driven architecture: S3 triggers, Lambda parsing, SQS queues.

Linux LVM Logical Volumes & RAID Configurations Guide
Published September 25, 2023
Create ext4 XFS filesystems, configure LUKS encryption, implement RAID 5/10 arrays. Complete LVM resize and snapshot procedures for production.

QEMU KVM Setup & libvirt Management Complete Tutorial
Published September 20, 2023
Build virtual machines with libvirt virsh commands, configure LXC containers, implement live migration. Advanced QEMU optimization for production.

Postfix SMTP Configuration with Dovecot IMAP & DKIM
Published September 15, 2023
Deploy SPF DKIM records for email authentication, configure Postfix TLS encryption, set up Dovecot mailboxes. Proven anti-spam techniques included.

Linux systemd Targets & SSH Hardening Configuration
Published September 10, 2023
Secure SSH with key-based authentication, deploy Apache SSL certificates, optimize MySQL users. Complete systemd service management tutorial.

Linux UFW Firewall & NAT Configuration Best Practices
Published September 05, 2023
Implement static routing, secure UFW firewall rules, configure NAT gateway. Advanced network troubleshooting with iptables and GRE tunnels.

Linux PAM Authentication & LDAP Integration Tutorial
Published September 01, 2023
Deploy sudo policies, configure Kerberos SSO, manage user accounts with /etc/passwd and /etc/shadow. Complete PAM configuration for enterprise systems.

Linux File System Hierarchy & Process Management Guide
Published August 30, 2023
Configure file operations, cron scheduling, permissions, archiving with tar/zip. Essential commands for /etc, /var directories and systemd targets.

Networking for Secret Agents by Bezrukov: Strategic Networking
Published June 30, 2023
Networking for Secret Agents review: Master strategic networking, relationship intelligence, and connection building from real spies. Essential guide to social influence.

CodePipeline Blue-Green X-Ray Tracing: CI/CD Mastery
Published January 21, 2023
Automate CodePipeline blue-green deployments, debug microservices with X-Ray distributed tracing, and monitor CloudWatch metrics for reliability.

Cognito Authentication KMS Encryption: Secure AWS Apps
Published January 20, 2023
Build Cognito user authentication flows, encrypt data with KMS envelope encryption, rotate Secrets Manager credentials, and audit with CloudTrail.

ECS Fargate CloudFormation SAM: Container Deployments
Published January 19, 2023
Launch ECS Fargate serverless containers, automate CloudFormation stacks, write SAM templates, and deploy Infrastructure as Code for production.

Lambda Cold Start API Gateway: Serverless Optimization
Published January 18, 2023
Reduce Lambda cold starts, enable API Gateway caching, orchestrate workflows with Step Functions, and deploy serverless APIs at enterprise scale.

SQS FIFO Queues SNS Pub/Sub: Event-Driven Systems
Published January 17, 2023
Implement SQS FIFO queues for ordered processing, configure SNS pub/sub fan-out patterns, and stream real-time data with Kinesis for analytics.

Aurora Serverless RDS Multi-AZ: Database Architecture
Published January 16, 2023
Deploy RDS Multi-AZ failover, scale Aurora Serverless clusters, optimize ElastiCache Redis, and design DynamoDB partition keys for peak performance.

AWS IAM EC2 Load Balancing: Build Scalable Systems
Published January 15, 2023
Configure IAM roles, launch EC2 instances, implement ALB traffic routing, and deploy Auto Scaling Groups for resilient cloud infrastructure.