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Full stack and AI solutions engineer. I build software and automation that make businesses run faster, and write about the engineering behind it.

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The blog

Thoughts on building software

Long form thinking on architecture, debugging, AI in production, and the messy intersection of code and business. The trade-offs, failures, and decisions that do not fit into tutorials.

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Showing 2 of 2 articles
How I Shipped Production-Ready AI Agents for a Client
AI Development · 7 min read
1 months ago

How I Shipped Production-Ready AI Agents for a Client

A client's support agent worked perfectly in the demo, then refunded three customers twice in its first week. Here is how I turned that flaky prototype into production-ready AI agents using idempotency, validation, guardrails, and full observability.

production engineeringai agentsagentic workflows+5 more
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AI Agents vs AI Workflows Architecture Step by Step Guide
AI Development · 9 min read
4 months ago

AI Agents vs AI Workflows Architecture Step by Step Guide

Many AI products fail not because of poor models, but because of poor architecture decisions. This guide explains the real difference between AI agents vs AI workflows, and how to design scalable AI systems that work reliably in production.

ai orchestrationai architectureai agents+5 more
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