Usman

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.

Muhammad Usman, AI and Cloud Engineer based in Islamabad, Pakistan

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.

AI Operations Agent

K8s AI Operations Copilot

Live

Your Kubernetes cluster, now answering back.

Ask what's broken in plain English — it digs through pods and logs, finds the cause and fixes it. Nothing destructive happens without your OK.

  • FastAPI
  • OpenAI Agents SDK
  • MCP
  • LiteLLM
  • Next.js

Multi-Source Retrieval

AI Knowledge Assistant

Live

One question box. Three sources of truth.

It decides whether your answer lives in documents, a live SQL database or the FAQ — and says “I don't know” before it ever makes something up.

  • RAG
  • Text-to-SQL
  • FastAPI
  • ChromaDB
  • PostgreSQL

Agentic AI · Human-in-the-loop

Email Triage Agent

Client

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
Client project · no public demo

Business System

Quotation, Invoicing & VAT System

Client

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
Client project · no public demo

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 Pakistan
  • Mobile 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 Play
  • Smart 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

  1. Delivery Engineer

    Jun 2022 – Present

    Huawei 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
  2. Accountant

    Oct 2021 – Apr 2022

    FTTH 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.
  3. Project Controller — PMO

    Jan 2018 – Jun 2021

    Huawei 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.

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.

LinkedInmuhammad-usman-aiGitHubmusman7888Emailm.usman7888@gmail.comWhatsApp+92 316 7965920

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.