01 /CODE VOLUME != EFFICIENCY
AI spits out 500 lines of boilerplate. Real engineering is the 20 clean lines that won't break.
AI spits out 500 lines of boilerplate. Real engineering is the 20 clean lines that won't break.
Firms bleed cash on top models, never asking if a cheaper, open-source model fits.
Building quick fixes on weak structures always backfires. Prioritize UX and scalability.
Enterprises need assurance and real human follow-up, not just software.

AI consultant and problem solver. Building systems, workflow automations, and scalable software without unnecessary complexity.
A clear read on where AI can actually help your business. No hype, no buzzwords. Just a concrete look at what makes sense for your context, with a plan to act on it.
From automation to full product: scoped, designed, and shipped. Built to integrate with your existing workflows, not replace them.
AI-native products built to scale. Architecture and AI integration designed from day one to evolve with your business.
Workshops that get your team up to speed with AI in a way that actually sticks. Built around your industry, your tools, and the questions your team is already asking.
SEO built for how search actually works in 2026. Good content structure, the right signals, and visibility that grows over time instead of relying on tricks.
Chrome extension that instantly transforms bookmarked Instagram reels into sequenced travel itineraries & offline GPS maps.
All-in-one SEO & GEO platform tracking Google rankings and AI citations across ChatGPT, Claude & Gemini.
Personalized children's storybooks where your child becomes the illustrated hero of their own adventure.
Community CX platform scoring Moroccan digital services and customer complaint response times.
Personal knowledge graph app turning raw files into an interactive, queryable wiki.

Unfiltered reality on adapting to AI: why code output is not efficiency, the cash bleed on uncontrolled frontier models, and why foundational engineering and human accountability always beat feature bloat.
Dario Amodei published a 3,800-word essay titled 'We Must Pace the Frontier' this week. His argument: AI is advancing faster than researchers can safely study it. He calls for a co...
AI models generate code, JSON, SQL, and structured text. These outputs fail silently in production. A model returns JSON that parses but violates a schema constraint; a generated f...
Three Monero miners ran silently in my Docker container for three days before I noticed. Here is what happened, why it worked, and how to stop it.
ENEDIS, IdFM, Airbus, European Commission, Orange, ASN, Marginol Labs
An AI consultant helps businesses figure out where AI can actually move the needle, then builds and ships the systems to do it. This means looking at how a team works, finding the right problem to solve, picking or building the right solution, and making sure people actually use it. Not slide decks. Working things.
No. Many clients come without any technical team. I handle scoping, design, and development, or I can work alongside your existing team. My goal is to reduce dependency on technical expertise, not add to it.
Primarily SMEs and scale-ups looking to integrate AI into their operations, in sectors like consulting, services, data-heavy industries, and digital products. I don't work with companies that just want to add "AI" as a feature for marketing purposes.
An AI audit takes 1 to 2 weeks. A custom build typically ships in 4 to 10 weeks depending on what we're solving. Training programs run 4 to 12 weeks. I always agree on scope and timeline before starting. No open-ended billing.
AI Literacy is a hands-on program for people who are not developers but whose work is changing because of AI. It helps teams understand what these tools can actually do, where they fall short, and how to use them without making costly mistakes. Managers, operations, finance, marketing. Everyone, really.
AI changes how search engines process and rank content. I help businesses adapt their SEO strategy to the new reality: structured data, semantic content architecture, AI-assisted content systems, and local signals. This is especially important as AI-powered search changes how people find businesses.
It means building software products that are designed from the start to grow and change as the business does. The architecture, AI integration, and experience are all built so the product can evolve without having to start from scratch every time requirements shift.
Email me at mouad@belghitis.com with a short description of your context and what you're trying to achieve. I'll respond within 48 hours. We start with a 30-minute conversation to understand the problem before anything else.
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