Open to opportunities
Based in Islamabad, Pakistan· UTC+5
Hi, I'm UsmanAI Engineer & Full-Stack Developer
I turn vision into reality with clean, scalable, intelligent systems.
I'm an AI Engineer and Full-Stack Developer building AI agents, RAG pipelines and Kubernetes platforms — on top of nearly a decade shipping software people actually pay for. Two LLM applications running 24/7 on a cluster I administer myself. Fourteen business management systems in daily use across retail, healthcare, education and IT. Six Android apps built and shipped to Google Play. And seven years at a multinational delivering 4G and 5G rollouts across eight countries — where I learned the part most engineers skip: finishing.
- AI Agents
- RAG
- LLM Apps
- MCP
- Python
- FastAPI
- Next.js
- Kubernetes
- Docker
- PostgreSQL
- Cloud
- Products shipped
- 20+
- Countries delivered in
- 8
- Business systems built
- 14
- Engineering delivery
- 7 yrs
Open to full-time roles, contract and freelance work — remote or onsite. Working with clients across the Gulf, Europe and the UK.

Services
What I can build for you
Four things I do, described as what you get rather than what I use. The stack sits underneath each one.
AI assistants grounded in your own data
A question box over your documents, databases and FAQs that answers from your actual content — and says "I don't know" instead of inventing an answer.
- RAG pipeline with vector search over your document corpus
- Text-to-SQL over your live database, behind a read-only guard
- Source citations and an explicit no-hallucination fallback
- Multilingual responses and conversation follow-ups
LLM agents that actually do the work
Not a chatbot that talks about your systems — an agent that operates them, with confirmation gates guarding anything destructive.
- Agent orchestration on the OpenAI Agents SDK
- Custom tool development and MCP servers
- Provider-swappable model layer via LiteLLM — no vendor lock-in
- Human-in-the-loop approval on every irreversible action
Shipped to production, not left in a notebook
The part most AI projects never reach. Containerised, deployed to Kubernetes, wired to CI/CD, and running 24/7 — the same way both of my own products run.
- Docker images and Helm charts
- Kubernetes deployment (K3s or managed)
- GitHub Actions CI/CD — push to deploy
- TLS, custom domains, monitoring and auto-renewing certificates
Delivery you can plan around
Seven years running telecom rollouts across eight countries taught me the thing most engineers never learn: how to hold a date. Clear scope, honest estimates, and status you don't have to chase.
- Scoped proposal with milestones before any code is written
- Predictable written progress updates
- Documentation and handover, so you are never dependent on me
Featured Projects
Built, deployed, and running right now
Not prototypes. Two run live on infrastructure I administer myself; the others were delivered to clients and run on theirs.
Agentic AI · Human-in-the-loop
Email Triage Agent
An agent that runs your inbox — and knows when to ask.
It decides for itself which emails matter, what to look up and in what order — past threads, the sender, your calendar — then drafts the reply. When you answer on Slack in your own words, in any language, it reads the intent and chooses: send it, rewrite it, or ask you to clarify.
- Python
- LLM Agents
- Gmail
- Slack
- SQLite
Business System
Quotation, Invoicing & VAT System
A contractor's entire back office, in one app.
Quotes, LPOs, delivery notes, VAT-ready tax invoices and payroll — the system a Dubai fibre company ran on every single day.
- C#
- .NET Framework
- WinForms
- MS Access
- Excel export
Earlier Work
Where it started
Point-of-sale and management software for shops, a school and a hospital pharmacy across eight cities in Pakistan, plus a contractor in Dubai — and the Android apps that started it all at university.
Business software
2017 – 202113 systems8 cities in PakistanMobile Shop POS×6 shops
Sales, repairs, mobile-credit recharge, stock, returns and profit reports.
C# · WinForms
School Management System
Attendance, fee vouchers and fines, printed result cards, staff salaries, hostel and transport.
C# · WinForms · 7k lines
Hospital Pharmacy System
Medicine sales, stock, suppliers, returns and profit reports for a hospital's in-house pharmacy.
C# · WinForms · 17k lines
Electronics Shop POS
Sales and stock control for an electronics retailer.
C# · WinForms
Clothing Store POS×2 shops
Point of sale and stock control for clothing retailers, including one in Karachi.
C# · WinForms
Garments & Cosmetics Mart×2 centres
Point of sale for shopping centres selling garments and cosmetics.
C# · WinForms
Android apps
2016 – 20176 apps · published to Google PlaySmart DietitianFinal-year project
Diet guidance app.
Android
Quiz App×2 appsFinal-year project
Teacher app to set quizzes, student app to take them.
Android
Speech-to-Text MessengerFinal-year project
Speak, see it as text, and send it straight to WhatsApp or email.
Android
Muslim Baby Names
A 5,000-entry names dictionary.
Android
Urdu Keyboard
English, Urdu and emoji keyboard.
Android
Technologies
The stack I work in
AI / LLM
- RAG
- Text-to-SQL
- LLM agents (OpenAI Agents SDK)
- Model Context Protocol (MCP)
- LiteLLM
- ChromaDB
Backend
- Python
- FastAPI (async, WebSockets)
- PostgreSQL
- REST APIs
- pytest
Frontend
- Next.js (App Router)
- React
- TypeScript
- Tailwind CSS
- HTML & CSS
- Responsive & accessible UI
DevOps
- Docker
- Kubernetes (K3s)
- Helm
- GitHub Actions CI/CD
- Linux
- Git
Delivery
- 5G / 4G rollout delivery
- Supply chain & logistics coordination
- Demand forecasting
- Cross-functional stakeholder management
Experience
Seven years of holding dates
Experience
Delivery Engineer
Jun 2022 – PresentHuawei Technologies Pakistan · Islamabad
- Deliver telecom equipment for 5G deployments across Kuwait, Bahrain and Qatar, working through Huawei internal engineering systems.
- Own delivery accuracy and data integrity across large-scale rollouts, acting as the single source of truth for technical, supply chain and project management teams.
Beyond the role
Spots the manual work nobody asked him to fix — then writes the Python tool that makes it disappear.
Recognition7 awardsPraised 20+ times by Gulf directors & PMs- Best Performance Award — for a tool that solved a business problem and improved efficiencyMay 2026
- Best Performance Award — for delivery work plus internal tools that saved the team timeNov 2025
- Monthly Star Award — best performance of the monthApr 2025
- Best Team Award — Q1 2025Mar 2025
- Best Performance Award — for outstanding performanceFeb 2025
- Excellent Individual Award — for standout individual contributionJun 2024
- Shining Warrior Award — for closing a project in an unusually short timeOct 2023
Accountant
Oct 2021 – Apr 2022FTTH Technical Services LLC · Dubai, UAE
- Managed budgets and financial reporting.
- Built the company's quotation, invoicing, VAT and payroll system in C# — a custom desktop application used to run daily operations.
Project Controller — PMO
Jan 2018 – Jun 2021Huawei Technologies Pakistan · Islamabad
- Controlled delivery of the Ufone 4G rollout, holding schedule targets across multiple concurrent projects.
- Ran inventory and demand analysis to forecast requirements and drive ordering and outbound planning across active sites.
Education
BS Computer Science
University of Sargodha
2013 – 2017 · CGPA 3.41 / 4.00
Achievements
- 7 awards at Huawei in under three years — two of them for building internal tools
- Shipped two LLM applications to production on a self-managed K3s cluster
- Built an MCP server exposing 15 Kubernetes tools, usable from Claude Desktop
- Released K8s AI Operations Copilot v0.1.0 with full CI/CD
- Delivered 5G rollouts across Kuwait, Bahrain and Qatar
- Controlled the Ufone 4G rollout across concurrent projects
- Published six Android apps and delivered desktop systems to paying clients
Contact
Let's build something that ships
Tell me what you are trying to build and I'll tell you honestly whether I'm the right person for it — and roughly what it would take.
Working hours
Islamabad · UTC+5, with overlap into European and Gulf business hours.
Remote or onsite, for clients across the Gulf, Europe and the UK.