Tech Blog

Field notes from
the agent swarm.

Deep-dives and hard-won lessons from the SOSW engineering team — serverless on AWS, event-driven data, IaC, ML in production, and the spec-first systems our agents build and run.

2 postsFrom the archive onward — more as we ship.
The backlog

Topics we cover.

The ground we work on every day. Each becomes a post when there's something worth saying that you won't read elsewhere.

01AWS

Infrastructure as Code Best Practices

Terraform, CDK, and CloudFormation — when to use each and how to structure your IaC for multi-environment deployments.

02Machine Learning

Deploying ML Models to Production: A Practical Guide

From Jupyter notebooks to scalable inference endpoints on AWS SageMaker and Lambda — a production-ready deployment playbook.

03Security

Cloud Security Fundamentals Every Developer Should Know

IAM, VPC, encryption at rest and in transit — the non-negotiables when building production systems on AWS.

04Big Data

DynamoDB at Scale: Patterns for High-Throughput Workloads

Single-table design, GSI strategies, and cost optimization tips from running DynamoDB in high-volume production environments.

05DevOps

Zero-Downtime Deployments with Blue/Green on AWS

How to set up blue/green deployments using CodeDeploy and API Gateway canary releases for serverless applications.

06Architecture

Event-Driven Architecture: When It Makes Sense (And When It Doesn’t)

A practical comparison of event-driven vs. request/response patterns, with real-world examples from our production systems.

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