
9 topics
Articles
Long-form technical writing on AWS architecture, AI-assisted engineering, and the economics underneath both.
AI and ML in the AWS Cloud


Vector Database Architecture: How Vector Search Powers RAG Systems

Video Content Moderation with SageMaker Pipelines and Open-Source Models

Video Content Moderation: AWS Managed Services vs. Open-Source Models

Video Content Moderation with Step Functions and AWS AI Services

SageMaker Pipelines: An Architecture Deep-Dive

Building Large-Scale SageMaker Training Pipelines with Step Functions

Best Practices for Networking in AWS SageMaker
AWS Architecture

AWS Cost Allocation and FinOps Architecture Deep Dive

Terraform + CloudFormation StackSets: Deploying IAM Roles Across Every Account in Your Organization

AWS IAM: An Architecture Deep-Dive

OIDC and OAuth 2.0: An Architecture Deep-Dive

Real-Time Messaging Protocols: WebSockets, SSE, gRPC, Long Polling, and MQTT Compared

AWS Aurora: Getting Close to Multi-Region Active/Active

AWS DynamoDB: An Architecture Deep-Dive

AWS Cognito User Authentication: An Architecture Deep-Dive

AWS Event-Driven Messaging: SNS, SQS, EventBridge, and Beyond

AWS Lambda Container Images: An Architecture Deep-Dive

Lambda Behind ALB Behind CloudFront: An Architecture Deep-Dive

AWS OpenSearch Service: An Architecture Deep-Dive

Amazon CloudFront: An Architecture Deep-Dive

Amazon ElastiCache: An Architecture Deep-Dive

AWS Elastic Load Balancing: An Architecture Deep-Dive

AWS Step Functions: An Architecture Deep-Dive

Amazon API Gateway: An Architecture Deep-Dive
AWS Cost Savings
Accessibility Engineering
Agentic Coding

The Night My Agents Started Talking

Making AccelaStudy AI Accessible to All

Eleven Years in Forty-One Days

Achieving Determinism with LLM Agents: An Architecture Guide

Building an Enterprise Chatbot: React, FastAPI, and WebSocket Architecture

Automated TDD with Claude Code: Testing Strategy for AI-Assisted Engineering

The Leverage Factor, Part 2: Defending the Numbers

Agentic Coding, FOMO, and Flow State Addiction

Agentic Coding and Decision Fatigue: The Cognitive Cost of Supervising AI

Building a Cloud Knowledge Benchmark: Testing What LLMs Actually Know About AWS

Giving Claude Code a Voice with ElevenLabs

The Leverage Factor: Measuring AI-Assisted Engineering Output

Single Serving Applications - The Clones

Ephemeral Apps Are Almost Here

Overlooked Productivity Boosts with Claude Code
CI/CD
Data Engineering
Design Patterns
Infrastructure as Code
2026

Infrastructure as Code
Infrastructure as Intent

Agentic Coding
The Night My Agents Started Talking

Accessibility Engineering · Agentic Coding
Making AccelaStudy AI Accessible to All

Agentic Coding
Eleven Years in Forty-One Days

AWS Architecture
AWS Cost Allocation and FinOps Architecture Deep Dive

Agentic Coding · AI and ML in the AWS Cloud
Achieving Determinism with LLM Agents: An Architecture Guide

AWS Architecture
Terraform + CloudFormation StackSets: Deploying IAM Roles Across Every Account in Your Organization

AWS Architecture
AWS IAM: An Architecture Deep-Dive

AWS Architecture
OIDC and OAuth 2.0: An Architecture Deep-Dive

AI and ML in the AWS Cloud
Vector Database Architecture: How Vector Search Powers RAG Systems

Agentic Coding
Building an Enterprise Chatbot: React, FastAPI, and WebSocket Architecture

Agentic Coding
Automated TDD with Claude Code: Testing Strategy for AI-Assisted Engineering

Agentic Coding
The Leverage Factor, Part 2: Defending the Numbers

Agentic Coding
Agentic Coding, FOMO, and Flow State Addiction

Agentic Coding
Agentic Coding and Decision Fatigue: The Cognitive Cost of Supervising AI

Agentic Coding
Building a Cloud Knowledge Benchmark: Testing What LLMs Actually Know About AWS

AWS Cost Savings
AWS RDS and Aurora Cost Optimization Strategies

AWS Architecture
Real-Time Messaging Protocols: WebSockets, SSE, gRPC, Long Polling, and MQTT Compared

Data Engineering
The CAP Theorem, Consistency Models, and the Trade-Offs Nobody Warns You About

AWS Architecture
AWS Aurora: Getting Close to Multi-Region Active/Active

AWS Cost Savings
AWS EC2 Cost Optimization: Five Strategies That Cut Compute Bills in Half

AWS Cost Savings
AWS S3 Cost Optimization: The Complete Savings Playbook

AWS Cost Savings
Cutting AWS Egress Costs with a Centralized VPC and Transit Gateway

Agentic Coding
Giving Claude Code a Voice with ElevenLabs

Data Engineering
MySQL vs. PostgreSQL on Aurora: An Architecture Deep Dive

Design Patterns
Step Functions for Cart and Fulfillment: Async Workflow Patterns That Survive Production

AI and ML in the AWS Cloud
Video Content Moderation with SageMaker Pipelines and Open-Source Models

AI and ML in the AWS Cloud
Video Content Moderation with Step Functions and AWS AI Services

AI and ML in the AWS Cloud
Video Content Moderation: AWS Managed Services vs. Open-Source Models

Agentic Coding
The Leverage Factor: Measuring AI-Assisted Engineering Output

AWS Architecture
AWS DynamoDB: An Architecture Deep-Dive

AWS Architecture
AWS Cognito User Authentication: An Architecture Deep-Dive

CI/CD
AWS CodeDeploy: An Architecture Deep-Dive

CI/CD
AWS CodeBuild: An Architecture Deep-Dive

AWS Architecture
AWS Event-Driven Messaging: SNS, SQS, EventBridge, and Beyond

CI/CD
AWS CodePipeline: An Architecture Deep-Dive

AWS Architecture
AWS Lambda Container Images: An Architecture Deep-Dive

CI/CD
Building a Production CI/CD Pipeline for Containerized AWS Lambda Functions

Data Engineering
iOS Telemetry Pipeline with Kinesis, Glue, and Athena

Infrastructure as Code
Infrastructure as Code: CloudFormation, CDK, Terraform, and Pulumi Compared

AWS Architecture
Lambda Behind ALB Behind CloudFront: An Architecture Deep-Dive

Agentic Coding
Single Serving Applications - The Clones

Agentic Coding
Ephemeral Apps Are Almost Here

AI and ML in the AWS Cloud
SageMaker Pipelines: An Architecture Deep-Dive

AI and ML in the AWS Cloud
Building Large-Scale SageMaker Training Pipelines with Step Functions
2025

AWS Architecture
AWS OpenSearch Service: An Architecture Deep-Dive

AWS Architecture
Amazon CloudFront: An Architecture Deep-Dive

AWS Architecture
Amazon ElastiCache: An Architecture Deep-Dive

AWS Architecture
AWS Elastic Load Balancing: An Architecture Deep-Dive

AI and ML in the AWS Cloud
Best Practices for Networking in AWS SageMaker

Agentic Coding
Overlooked Productivity Boosts with Claude Code

AWS Architecture
AWS Step Functions: An Architecture Deep-Dive

AWS Architecture