Writing

Notes from doing the work

AI automation, n8n workflows, social media marketing, and what it actually takes to build and ship software with AI tools instead of a CS degree. Written from experience, not from a content calendar.

20 August 2026AutomationArabic and English social posts from one n8n workflowI built an n8n workflow that writes both languages at once, renders a five-slide carousel, and publishes to three platforms after I approve each stage from Telegram.~7 min read
23 July 2026Automationn8n Automation in Erbil and Iraq: What Businesses Here Actually AutomateWhat businesses in Erbil, the Kurdistan Region and wider Iraq actually automate with n8n, written by someone who builds these workflows here.~6 min read
23 July 2026AutomationWhat Is n8n, and What Does AI Automation With It Actually Look Like?What n8n is, what AI automation with it really means, and one real workflow walked end to end from trigger to log.~6 min read
23 July 2026TechnologyVibe Coding: What It Actually Takes to Ship Something RealVibe coding built a real production site for me. Here is the honest version: what it gets you, where it breaks, and what you still have to know yourself.~7 min read
23 July 2026AIAI in Iraq: Where Businesses Are Actually Using ItWhere AI is actually being put to work in Iraqi businesses, from an n8n developer in Erbil: invoice checks, lead handling, reporting, and admin.~6 min read
21 July 2026AutomationHow to Automate Invoice Processing with n8n and AIA practical walkthrough: capture the invoice, extract the fields with AI, validate, route by amount, log it, and keep a human in the loop before money moves.~6 min read
20 July 2026AutomationHow Much Does an n8n Developer Cost? (2026 Guide)What it actually costs to hire an n8n developer: real market ranges, hourly vs per-project pricing, and what makes an automation cost more or less.~6 min read
14 July 2026AutomationWhat AI Automation Actually Means in a Small Business (Not Just Chatbots)Automation is not a chatbot bolted onto your website. It is invoice routing, lead scoring, and reporting that runs unattended and does not break quietly.~7 min read
14 July 2026Social MediaHow I Grew a Small Business Facebook Page by 500% Without an AgencyNo agency retainer, no ad budget to start. Just consistent content, an audience data tool I built myself, and paying attention to what actually worked.~6 min read
14 July 2026Technologyn8n vs Zapier vs Make: What I Learned Building Production WorkflowsI have shipped real client automations on n8n. Here is where it genuinely wins over Zapier and Make, and where it does not.~6 min read
14 July 2026AIPrompt, Context, Harness, and Loop Engineering: The Four Layers of Working With AIMost people who say they "know AI" have only touched prompting. Here is what the other three layers actually mean, and why they matter more.~6 min read
14 July 2026CareerWhy I Set Up QuickBooks AP/AR From Scratch With No Accounting BackgroundNobody trained me to do this. Here is how I built a company's entire bookkeeping system under deadline anyway, and what it taught me about learning fast.~6 min read
14 July 2026AutomationBuilding an Invoice Fraud Firewall With n8n and Gemini: A Case StudyA walkthrough of the automation that screens payment emails for vendor mismatches and IBAN fraud before money ever moves.~7 min read
14 July 2026Social MediaThe Hidden Meta Ads Targeting Data Most Small-Business Marketers Never SeeAds Manager does not show you everything. Here is the audience data I had to go build a tool to surface myself.~6 min read
14 July 2026TechnologyAI-Assisted Development: How I Built and Shipped Real Software Without a CS DegreeDAD LINK is a live e-commerce store, not a demo. Here is what it actually takes to ship something real with Claude Code instead of a computer science degree.~7 min read
14 July 2026AIHuman-in-the-Loop: Why the Best AI Automations Still Need a Person in the Approval ChainFull autonomy is not always the goal. Why I build approval gates into automations that handle money or client-facing decisions.~6 min read
14 July 2026TechnologyFrom a Traffic-Sign Recognition Capstone to Production AI Agents: My Path Into AutomationMy university capstone was a CNN that read road signs. Here is the line from that project to the automations I build for clients today.~6 min read