Tech Productivity
By Aissam Ait Ahmed
Not a giant list of shortcuts nobody uses. Five specific things I actually kept using: a text expander, a shell function, a couple of window-management binds, browser search keywords, and a tool that killed a recurring admin task.
Tech Productivity
By Aissam Ait Ahmed
A small remote team was living inside a recurring status meeting that mostly restated what a shared doc could have said in five minutes. Here are the specific async habits that replaced it and what actually happened when we tried them.
Tech Productivity
By Aissam Ait Ahmed
A rundown of the actual blocking tool, notes app, calendar habit, and notification settings I still use after abandoning most of what I originally tried, plus the specific reasons each dropped tool failed.
Tech Productivity
By Aissam Ait Ahmed
I spent four months maintaining a color-coded Kanban board that made me feel productive while I got less done. Here is the three-bucket system that replaced it and actually survived contact with a real week.
Machine Learning
By Aissam Ait Ahmed
A working spam filter with 96% accuracy that is worse than doing nothing at all: the confusion matrix numbers that make the point, worked out in full.
Machine Learning
By Aissam Ait Ahmed
Five real situations where reaching for machine learning is the wrong call, and the specific simpler system that actually gets the job done in each one.
Machine Learning
By Aissam Ait Ahmed
A minimal but complete pipeline from a raw CSV to a saved model that predicts on new rows, with the reasoning behind each step, not just the code.
Machine Learning
By Aissam Ait Ahmed
The gradient descent formula never made sense to me until I ran it on five data points with a calculator. Here is that exact walkthrough, iteration by iteration, with the numbers left in.
Web Development
By Aissam Ait Ahmed
An honest comparison of Next.js and Laravel + Blade for a content-heavy site, covering rendering strategy, hosting complexity, SEO control, and where a JS framework actually earns its complexity.
Web Development
By Aissam Ait Ahmed
Five accessibility issues that show up in nearly every code review we do, each with the broken pattern we actually see and the fix we ask for.
Web Development
By Aissam Ait Ahmed
How we built a single tool card component that reflows differently in a grid versus a sidebar using CSS container queries, including the containment gotcha that broke it at first.
Web Development
By Aissam Ait Ahmed
A field report on which Core Web Vitals fixes actually reduced LCP and CLS on our site, and which widely-recommended optimizations barely moved the numbers.
Developer Tools
By Aissam Ait Ahmed
An honest, task-by-task comparison of VS Code and JetBrains IDEs across refactoring, debugging, extensions, resource usage, and remote development, plus which I actually use.
Developer Tools
By Aissam Ait Ahmed
A real step-by-step order for setting up a new machine: dotfiles first, version managers before languages, editor config in the repo, local HTTPS, and one secrets convention.
Developer Tools
By Aissam Ait Ahmed
Seven terminal tools I actually use daily, each replacing a slower default habit with a faster one, including exactly what command I run and why it wins.
Developer Tools
By Aissam Ait Ahmed
A concrete Postman setup for a small API project: how I organize collections by resource, switch environments without editing URLs, and write test scripts that actually catch regressions.
AI Tools & Automation
By Aissam Ait Ahmed
The failures that cost real time aren't the obvious ones — they're the confidently wrong answers that look completely plausible. A category-by-category checklist for what to verify before you trust the output.
AI Tools & Automation
By Aissam Ait Ahmed
Five specific, testable prompt patterns — with before/after examples — that reliably changed the quality of AI output in real work, not vague "be clear and specific" advice.
AI Tools & Automation
By Aissam Ait Ahmed
A concrete walkthrough of using an LLM to sort incoming support tickets by urgency and draft first-pass replies for a human to check — including the two failure modes that made me add a mandatory review step.
AI Tools & Automation
By Aissam Ait Ahmed
I ran the same four coding tasks through ChatGPT, Claude, and Gemini for three weeks. None of them "won" — each one has a different failure mode worth knowing before you paste in your next stack trace.
Programming Tutorials
By Aissam Ait Ahmed
A practical, no-jargon introduction to testing a small PHP app with PHPUnit, covering what to test first, how to write a real feature test, and the mistake most beginners make.
Programming Tutorials
By Aissam Ait Ahmed
A real before-and-after refactor of an order-processing function that grew into 120 lines of nested conditionals, walked through extraction by extraction.
Programming Tutorials
By Aissam Ait Ahmed
Three real JavaScript examples that throw "Cannot read properties of undefined," diagnosed and fixed line by line, plus the patterns that prevent it from coming back.
Programming Tutorials
By Aissam Ait Ahmed
A hands-on walkthrough of building a working URL shortener from the database schema up, including short-code generation, collision handling, and the redirect route that ties it together.
Automation Workflows
By Aissam Ait Ahmed
Automating a process too early usually costs more than doing it by hand a while longer. Here is the framework I use to decide, with real examples of both calls going right and wrong.
Automation Workflows
By Aissam Ait Ahmed
Automations rarely crash loudly. They just stop doing their job while every dashboard still looks green, until someone notices three weeks of missing data.
Automation Workflows
By Aissam Ait Ahmed
A real build of a five-step onboarding automation, including the exact trigger and condition logic behind each step, not just "send a welcome email."
Automation Workflows
By Aissam Ait Ahmed
I built the exact same lead-routing workflow in Zapier, Make, and n8n to see where each one actually breaks down in practice, not in the marketing copy.
Micro SaaS & Online Business
By Aissam Ait Ahmed
Not every distribution channel deserves equal time. Ranked by realistic effort-to-payoff for a solo founder: niche communities, structured cold email, SEO-driven free tools, and building in public — with what actually worked and what was a time sink.
Micro SaaS & Online Business
By Aissam Ait Ahmed
The billing provider you pick determines whether you spend a weekend or a quarter dealing with sales tax across fifty jurisdictions. Here is an honest comparison of Stripe, Paddle, and LemonSqueezy on the things that actually matter to a solo founder.
Micro SaaS & Online Business
By Aissam Ait Ahmed
Underpricing to "be competitive," shipping a single plan, and giving away deep annual discounts are the three pricing mistakes that quietly cap a micro SaaS at a revenue ceiling most founders never see coming. Here is what actually fixed each one.
Micro SaaS & Online Business
By Aissam Ait Ahmed
Most micro SaaS ideas die not because the code was bad, but because nobody checked whether a stranger would pay for it before six weekends of building started. Here is the three-step process — landing page, cold outreach, pricing conversation — that catches a dead idea early.