PatternVibes
AI-driven content pipeline + static site for a recipe niche. Operator-built — runs my own SaaS in the loop.
Open →OTHMANE MAMMAD — CYBERSEC + AI
AI agents, automations & security audits — built by an operator who's actually run the businesses he's helping.
Cybersecurity major at Universiapolis Agadir — secure-by-default delivery, not bolted on.
Trilingual delivery, native-level. Most competitors can't talk to your team in their language.
Years running my own e-commerce, content sites & SaaS — I've shipped products I use myself.
That's how most security & AI pages sound. Cloud-native zero-trust quantum-ready paradigm-shifting blah. It costs your readers brain calories. They won't pay them. They'll just leave.
AI made code faster. It didn't make it secure.
Now everyone ships polished prototypes that crumble the second a real user pokes at them. Working demos. No threat model. No retry loops. No clue what to do when the model hallucinates.
I build AI that's checked by a human who's read the OWASP top 10 — agents with logged decisions, prompts under version control, and a kill-switch you can actually find.
Because shipping fast and shipping broken are the same thing twice.
Ready for AI that ships AND holds?
Someone who's run the business before they touch the code. Because what you actually want is...
More systemsshipped & hardened, not stuck in "phase 2" forever
More sleepat night, with monitoring & threat models in place
More revenueuncapped, because your team is freed from repetitive ops
A cybersecurity student & AI builder who's been operating real businesses for 10+ years.
Because trust doesn't come from buzzwords. It comes from someone who's already shipped what you're trying to build, and broken it in the right ways to know how to keep it from breaking on you.
Six chapters. Each one taught me a piece of how businesses actually run. Your business already maps onto one of them.
Started on Fiverr writing in Arabic for master's students across North Africa. Marketing copy, product listings, transcription. AR · FR · EN. Years of writing for real readers — not for vibes.
Ran end-to-end Cash-on-Delivery ops across African markets. Stores, ad campaigns, fulfillment, fraud. The unglamorous engine behind growth — and where I learned every metric your team actually stares at.
Built blogging engines around a recipes niche. Facebook, Pinterest, Reels, video. Made real money from organic content — and learned exactly where AI flips the production curve from "slow & expensive" to "fast & still good".
FastAPI + Next.js, AI in the loop. Operator-built, not theory. The point: I ship products I use myself, every day, in production. So I know exactly what hurts.
After Ukraine, came home. Re-entered academia at Universiapolis Agadir — Cybersecurity major, year 4 of 5. The half of the equation most builders skip: secure by default, not by accident.
Personal AI agency for businesses across AR · FR · EN markets. Every engagement starts with a real call. The product isn't a cash machine. It's removing repetitive work and making your team faster.
You want a real conversation before a single line of code. You believe AI is a tool, not a religion. You want trilingual delivery and you want your team to own what we build.
You want a $99 prompt-bot, a deck without a build, or yet-another-WordPress-template. We won't have fun together.
Selected projects
Filter by category. Clicking opens the live site (where applicable) — otherwise it's private client work and I'll talk you through it on a call.
AI-driven content pipeline + static site for a recipe niche. Operator-built — runs my own SaaS in the loop.
Open →FastAPI dashboard orchestrating AI scrape → clean → publish workflow across multiple sites I run.
WordPress plugin that drafts SEO articles directly inside the admin — model-agnostic, prompt versioned.
Hardened a Cash-on-Delivery checkout flow against fraud + injection. Threat model + remediation report.
What people say
First clients booking now. Want to be a quote on this page in 90 days? Book the call.
Free audit
Tell me your site or workflow — I tell you what's hardest to break, what's easiest to automate, and what I'd ship first. No deck. No catch.