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Thinking about AI, architecture, and the future of building software.

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The AI Software Factory: How One Engineer Ships Like a Team

AI doesn't just help you code faster — it changes what's possible for a solo engineer to build and ship.
How AI Agents Replaced an HR Department

A real case study: after a major RIF, AI agents took over 80% of HR tasks — turning 7-10 day processes into under 20 minutes and making the business profitable.
Building an AI Pipeline with LLM Quality Gates

A deep dive into building a multi-stage AI generation pipeline on AWS — event-driven ingestion, LLM-as-judge evaluation, and migrating from SNS/SQS to Step Functions.
Building AI Assistants That Actually Work in Production

Lessons from shipping real AI assistant systems — not chatbot demos, but production-grade tools that handle complex workflows.
AI Security in Production: What Actually Matters

A practical guide to the AI security threats that affect real applications — and what to do about them.
Prompt Engineering for Production: Beyond the Playground

Production prompt engineering is about reliability, cost, and maintainability — not clever tricks.
Agentic Workflows: Making AI Do the Boring Work

How to design AI workflows that handle repetitive engineering tasks — triage, review, deployment — so your team can focus on what matters.