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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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Featured
Screen Job Applications Faster With AI Shortlisting
AI Development10 min read5 days ago

Screen Job Applications Faster With AI Shortlisting

A single open role can draw hundreds of applications. This guide shows how AI resume screening ranks candidates on job-relevant criteria, with the fairness safeguards and human oversight that responsible hiring demands, so your team spends its time on the strongest few.

ai resume screeningai hiringcandidate screening+5 more
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Showing 10 of 26 articles
Why Most Next.js Apps Become Slow Over Time
Frontend Engineering · 8 min read
3 months ago

Why Most Next.js Apps Become Slow Over Time

Many Next.js apps start fast but degrade over time. This guide explains real Next.js performance optimization techniques to fix server components and data fetching issues in production.

react server componentsjavascript performanceperformance optimization+5 more
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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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How a Hidden N+1 Query Slowed API by 6x and the Exact Steps I Used to Fix It
Backend Engineering · 17 min read
4 months ago

How a Hidden N+1 Query Slowed API by 6x and the Exact Steps I Used to Fix It

The API wasn’t crashing. Nothing looked broken. But production response times quietly became six times slower. This is a real-world breakdown of how a hidden N+1 query slipped through reviews, how I proved it in Laravel, and the exact steps that fixed it permanently.

database optimizationlaravelorm optimization+3 more
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How I Built an AI-Assisted Log Analysis System to Catch Production Issues Before Users Did
Backend Engineering · 9 min read
4 months ago

How I Built an AI-Assisted Log Analysis System to Catch Production Issues Before Users Did

Logs were there. Alerts were there. Incidents still slipped through. This guide explains how I combined traditional logging with AI-driven pattern analysis to proactively detect production issues and reduce firefighting.

ai observabilitybackend performancesystem design+2 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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Why Most “Scalable” Architectures Collapse After the First 10K Users
Architecture & Scalability · 14 min read
4 months ago

Why Most “Scalable” Architectures Collapse After the First 10K Users

Everyone plans for scale. Almost nobody plans for real usage. I have watched “perfectly designed” systems fall apart the moment real users, real data, and real business pressure showed up. This is what actually breaks, and how I fixed it.

saas engineeringbackend architecturedatabase optimization+4 more
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We Thought Microservices Would Scale Us Faster. Instead, It Slowed the Team and Burned Money
Software Architecture & Scaling · 7 min read
4 months ago

We Thought Microservices Would Scale Us Faster. Instead, It Slowed the Team and Burned Money

Microservices sounded like the right move. Everyone was doing it. Six months later, delivery slowed, costs went up, and simple bugs took days to trace. Here’s what actually went wrong and how we fixed it without blowing up the product.

engineering decisionssaas infrastructurebackend scalability+2 more
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How Service-Based IT Companies Stop Undervaluing Their Work
Tech Business & Product Strategy · 13 min read
6 months ago

How Service-Based IT Companies Stop Undervaluing Their Work

Most service companies don’t lose money because they lack clients. They lose it because their pricing is disconnected from value, risk, and effort. This guide explains how service-based IT companies can design pricing systems that lead to stable revenue and predictable profitability.

it services businesspricing system designtech services company+3 more
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How to Build a Profitable Service-Based IT Company
Tech Business & Product Strategy · 14 min read
6 months ago

How to Build a Profitable Service-Based IT Company

Starting a service-based IT company looks simple from the outside: get clients, deliver work, earn revenue. In reality, you face cash-flow traps, hiring mistakes, pricing confusion, and invisible scaling ceilings. This guide breaks down what really happens and how service businesses turn into consistently profitable companies.

software services startupit services businesstech services company+2 more
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