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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 3 of 3 articles
Why Most AI Automation Pipelines Break in Production - The AI Workflows with n8n and OpenAI Architecture That Actually Works
AI Development · 9 min read
4 months ago

Why Most AI Automation Pipelines Break in Production - The AI Workflows with n8n and OpenAI Architecture That Actually Works

Many AI automations work in demos but collapse in real systems. This article explains why most pipelines fail and how AI workflows with n8n and OpenAI create a reliable automation architecture.

openai architectureai automation pipelinesai orchestration+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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Building Production-Ready AI Workflows with n8n, OpenAI, and Vector Databases
AI Development · 8 min read
4 months ago

Building Production-Ready AI Workflows with n8n, OpenAI, and Vector Databases

Many teams build AI features but struggle to turn them into reliable automation systems. This guide explains how to design production AI workflows with n8n, OpenAI, and vector databases to automate real business operations efficiently.

ai automation pipelinesai architectureai workflows+5 more
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