CONTENT
Content
Short-form AI content across YouTube, TikTok, and Instagram.
FINANCE → AI · BUILT IN PUBLIC
I build AI systems that doreal work.
I'm Suheil — after a decade in finance, I build AI agents and automation that ship to real users, and break down practical AI in Arabic across YouTube, TikTok, and Instagram.
- AI systems
- Built in public
- Arabic AI content
ABOUT ME
Builder, Not Theorist
I'm Suheil — 10 years in finance, audit, and advisory (capital markets, bonds, transactions). I started using AI tools the day ChatGPT launched. By late 2024, I went from using AI to building with it full-time.
Today I build AI agents, automation pipelines, and developer tools. I also make short-form AI content in Arabic across YouTube, TikTok, and Instagram. Everything ships from real work — no demos, no hypotheticals.
Read more about meCAPABILITIES
What I Build
AI tools that do actual work — built fast, tested on real problems, shipped in weeks.
AI Agents
Agents built for specific workflows — document processing, data pipelines, decision support. Not chatbots.
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Workflow Automator
Document Analyzer
Data Pipeline Agent
Automation & RAG
Workflow automation and retrieval-augmented generation on private data. Your docs, your models, your infrastructure.
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Built in Public
Everything I build gets documented and shipped. The work is the proof.
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SMTWTFS
PORTFOLIO
Work
Public Product
NumbyAI
AI-powered personal finance platform that automatically categorizes transactions using local LLMs. Built with FastAPI, React, and Ollama — includes a product website and onboarding flow.
Open Source
Teleprompter App
Mobile-first teleprompter web app designed for content creators, with support for Arabic scripts and on-the-fly editing.
AI Systems
RoXsaOS Agent Platform
Recursive AI system with persistent memory, multi-agent orchestration, and long-horizon automation — the internal engine behind most of my tooling.
Private project — available upon request.
Content Systems
Content Automation Pipeline
End-to-end automation stack for content production: AI-driven scripting, Remotion-based short-form video rendering, and scheduled multi-platform publishing.
Private — demo available upon request.
Finance Automation
Portfolio Intelligence Tools
Crypto portfolio analytics and wallet assistant using persistent data flows, DeFi protocol integrations, and automated position tracking.
Private infrastructure — available upon request.
Developer Tooling
AI Developer Toolkit
Productivity tools for AI-assisted development: intent-driven command orchestration, MCP server management, and workflow automation for Claude and similar platforms.
Private — demo workflow available on request.
Websites
Client & Personal Websites
A collection of websites built for clients and personal projects — including language learning apps, professional portfolios, and business landing pages.
Private — portfolio samples available upon request.
MostAIprojectsfailbecausenobodymappedtheproblemfirst.
Ibuild systems youcanmeasure.Agentsthatsavehours.Toolspeopleactuallyuse.
See my full methodologyBLOG
Latest Posts
View all posts →|16 min read
كيف تبنوا موقع سينمائي بـ GPT-٥.٦: ٤ طرق كاملة
دليل عربي لتنزيل تطبيق ChatGPT، اختيار Codex، تفعيل Chrome plugin والـ extension الرسمية، وبعدها اختيار واحدة من أربع طرق لبناء موقع سينمائي كامل.
chatgptgpt-5-6codexwebsiteguide
|4 min read
كيف تفعّلوا متصفح Claude داخل Claude Code
ثلاث خطوات لتفعيل Claude in Chrome من قائمة Customize، وبعدها برومبت جاهز لتجربة المتصفح على موقعكم.
claude-codebrowserclaude-in-chromeguide
|6 min read
أنا وClaude: سير عمل يومي (مونتاج + روابط)
دليل قصير: كيف تكدّس Cowork وCode وChrome وSkills لإنتاج محتوى — مع أدلة مفصّلة.
claudeworkflowcoworkproductivityguide
FAQ
Frequently Asked Questions
AI agents for specific workflows, automation pipelines, RAG systems on private data, and developer tools. Not chatbots — tools that do actual work in real business contexts.
Both. I build tools for my own workflows and take on client projects where AI solves a real problem. If you have a workflow that wastes hours on repetitive tasks, I can probably help.
My background is finance and advisory (10 years across audit, capital markets, bonds, and transactions), but the patterns transfer. Structured data, document processing, repetitive knowledge work — AI automation applies across industries.
Most projects ship an MVP in 2–4 weeks. Understand the problem, build fast, test with real users, iterate. No months-long discovery phases.
Making your content discoverable by AI models (ChatGPT, Claude, Perplexity) — not just Google. Structured data, clear expertise signals, and content that AI models can cite when answering questions.
Depends on the project. Common picks: Python (FastAPI), React/Vite, Claude/GPT APIs, Ollama for local LLMs, PostgreSQL/SQLite, and various automation frameworks. I use whatever fits the job.
An open-source personal finance tool I built. It categorizes bank transactions automatically using rule-based matching and local LLMs via Ollama. All data stays on your machine.
Both. Sometimes a short engagement to figure out where AI fits is the right first step. Sometimes the full build is what's needed. I start with understanding the actual problem.
Because shipping is the best proof of competence. Every project documented, every tool shared — it builds trust faster than any pitch or resume.
Use the contact form on this site, or email me directly at suheilaaita@gmail.com. I read every message.
GET IN TOUCH
Have a problem
worth solving?If you have a workflow that wastes hours, a process that should be automated, or an idea that needs building — let's talk.
Or email directly: suheilaaita@gmail.com