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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
Prevent Duplicate Payments: A Developer's Guide
Backend Engineering · 10 min read
1 months ago

Prevent Duplicate Payments: A Developer's Guide

Duplicate charges are one of the most damaging bugs in any checkout, and the code usually looks correct. This guide explains why duplicate payments happen and shows you, step by step with code, how to prevent duplicate payments on any stack.

idempotencyprevent duplicate paymentswebhooks+2 more
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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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