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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
Predict Customer Churn and Win Them Back With AI
AI Development · 9 min read
1 weeks ago

Predict Customer Churn and Win Them Back With AI

Most customers leave quietly, without a complaint. This guide shows how AI predicts customer churn from the small signals that come before someone cancels, then drafts a personal win-back message, so your team can act while there is still time.

customer churnchurn predictioncustomer retention+5 more
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Automate Your Product Photography With AI Editing
AI Development · 12 min read
2 weeks ago

Automate Your Product Photography With AI Editing

Good product photography sells, but shooting and editing it eats time and money. This guide shows how AI turns one raw photo into clean, on-brand product photos for every channel, and how to build the pipeline so your whole catalog updates itself.

product photographyai image editingecommerce+5 more
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Set Up Claude Code and Ship Your First Task
AI-Assisted Development · 10 min read
2 weeks ago

Set Up Claude Code and Ship Your First Task

Claude Code is an AI coding assistant that runs in your terminal and does real work on your codebase. This guide walks you from install to your first shipped change, and explains the markdown files Claude Code reads to understand your project.

claude codegetting startedai coding assistant+6 more
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Cut Delivery Costs With Route Optimization
Backend Engineering · 8 min read
3 weeks ago

Cut Delivery Costs With Route Optimization

Drivers often follow habit, not the shortest path, and every extra mile costs fuel, time, and money. This article explains how route optimization plans smarter delivery routes, with step by step code that cuts distance and keeps deliveries on time.

fleet efficiencyor-toolsroute optimization+5 more
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Qualify and Follow Up on Sales Leads With AI
AI Development · 10 min read
3 weeks ago

Qualify and Follow Up on Sales Leads With AI

Most sales leads go cold because the reply comes too late. This guide shows how AI lead qualification scores each lead the moment it arrives, drafts a personalized follow up for your team to review, and makes sure the best leads get answered first.

crmllmai lead qualification+5 more
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How Simple Demand Forecasting Cuts Food Waste and Costs
AI Development · 10 min read
1 months ago

How Simple Demand Forecasting Cuts Food Waste and Costs

Every night, cafes and grocers throw away food they made too much of, while also running out of best sellers. This guide shows how simple demand forecasting uses your own sales history to stock closer to real demand, with step by step code.

demand forecastingreduce food wasterestaurant analytics+5 more
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An AI voice agent that answers your calls so you never miss a customer
AI Development · 9 min read
1 months ago

An AI voice agent that answers your calls so you never miss a customer

Every missed call can be a lost customer, and voicemail rarely gets returned. This guide explains how an AI voice agent answers every call, books appointments, and hands urgent calls to a human, plus how your developers can build one step by step.

customer servicespeech to textconversational ai+5 more
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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 Built an AI Document Assistant for a Client
AI Development · 10 min read
1 months ago

How I Built an AI Document Assistant for a Client

A client's property team spent hours every day hunting through leases and policies to answer simple questions. Here is the real story, with full code, of how I built an AI document assistant that answers from their own files in seconds, with sources.

private aiai document assistantllm for business+5 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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