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Bolzano, Italy — remote with teams in Lahore & Abu Dhabi

AliHamza

>_Applied ML Systems Engineer

Software engineer with 4+ years building and leading production web systems, now focused on applied ML — model distillation, LLM safety classifiers and evaluation infrastructure. Six open-source projects with measured, independently reproducible benchmarks.

0+Years experience
0OSS research projects
0+Platforms shipped
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01

About me

I spent four years shipping and leading production web systems. I now spend my research time on applied ML — distilling frontier-model capability into small models, building safety classifiers, and designing the evaluation infrastructure that proves any of it actually works.

Day to day I'm a Full-Stack Developer, Jr. Lecturer & Team Lead at The Superior Group, where I've architected five platforms now live across the university, lead a team of seven developers, and teach modern web development to cohorts of 1500 students. I also serve as Lead Developer at Cytrom Tech in Abu Dhabi, delivering client platforms across ERP, travel, CRM and retail. Alongside that I'm reading for aMasters in Software Engineering at the Free University of Bozen-Bolzano.

The thing that ties it together: I don't ship claims without numbers. Every research project below states what it was measured against, on what data, and where it still falls short.

// education

Masters in Software Engineering2026 — Present
Free University of Bozen-Bolzano · Italy · EQF level 7
Bachelors in Software Engineering2019 — 2023
The Superior University · Lahore, Pakistan · EQF level 6
  • focusDistillation · LLM safety · Evaluation infrastructure
  • rolesTeam Lead · Jr. Lecturer · Full-Stack Engineer
  • langsUrdu (native) · English (B2)
  • basedBolzano, Italy — open to remote & relocation
ali_hamza.py
from engineering import Systems, Evals

ali_hamza = {
  'focus': 'applied ML systems',
  'ships': ['distillation', 'guardrails',
             'eval harnesses'],
  'also': ['Laravel', 'Django', 'React'],
  'based': 'Bolzano, IT',
  'oss_projects': 6,
  'claims_without_numbers': False,
}
02

Research & development

Six open-source projects, each benchmarked against a named baseline with reproducible numbers. Code is on GitHub — click any card for the full breakdown.

03

Experience

Feb 2024 — PresentThe Superior Group · Lahore, Pakistan

Full-Stack Developer / Jr. Lecturer / Team Lead

The Superior Group

Architected and shipped five production platforms now live across the university — e-learning with a two-model academic-integrity pipeline, a Django/React student-success system serving 386 advisors, a Registrar governance portal, a university-wide strategic planning suite and a complaint routing system spanning 42 departments.

Lead a team of 7 developers with ownership of code review and releases. Teach web development and modern frameworks to cohorts of 1500 students, and supervise Final Year Projects from requirements through deployment.

Laravel 12Django 5 / DRFReact 19TypeScriptCodeIgniter 4Ollama
Mar 2022 — PresentCytrom Tech · Abu Dhabi, UAE

Team Lead / Lead Developer

Cytrom Tech

Led end-to-end delivery of six client platforms: an ERP system, a travel booking engine with payment integration, a project-management/CRM tool, a Shopify POS deployment, an alumni networking portal and TravelGood.

Architected REST API integrations and scalable backends, owning deployment, security hardening and performance optimization. Directed cross-functional teams under Agile, ran code review, mentored junior developers, and served as primary technical contact across 16 concurrent projects.

LaravelVue.jsReact.jsNext.jsMySQLShopify
Aug 2022 — Jan 2024Falconic Tech · Lahore, Pakistan

Full-Stack Web Developer

Falconic Tech

Delivered five production applications across aerospace (IBN FIRNAS), IT services (BITLOGICX, Oriel Tech), social welfare (Eyes of Hope) and embedded monitoring (Battery Management System) — building RESTful APIs and backend services.

Implemented security protocols and ran vulnerability assessments, documenting incidents and mitigation strategies for management review.

LaravelVue.jsCodeIgniterREST APIs
04

Live in production

Five platforms I architected and shipped, now running across Superior University — every one of them is live, go look.

cm.superior.edu.pkLIVE
CM

Character Mastery

Laravel 12 e-learning platform delivering a 16-week auto-scheduled book curriculum across 4 roles and 60+ migrations — with a two-model academic-integrity pipeline: self-hosted DeepSeek-R1 via Ollama for AI-generated-content detection, plus an OpenRouter similarity model for cross-submission plagiarism scoring with configurable thresholds and pairwise flagging.

Laravel 12OllamaDeepSeek-R1MySQL
Visit live site
ssa.superior.edu.pkLIVE
SSA

SSA Management System

Django 5/DRF + React 18 platform digitizing the Student Success Advisor programme: 16 modules, 6 roles, 386 advisors. Queryset-level RBAC, AES-256 encrypted counselling notes, a 25-trigger alert engine and 6 auto-generated PDF report annexures.

Django 5DRFReact 18AES-256
Visit live site
aimodel.superior.edu.pkLIVE
GOV

Governance Portal

Node/TypeScript + React 19 system covering the Registrar Office's 8-step statutory meeting lifecycle: 14 KPIs, 8 scheduled jobs, 139 tests — with the KPI engine verified against the Registrar's own workbook to four decimal places.

Node.jsTypeScriptReact 19139 tests
Visit live site
s2r.superior.edu.pkLIVE
S2R

Soar to Roar

University-wide strategic planning portal on CodeIgniter 4 + MySQL, extending an 87-controller CRM/PM base with custom modules for strategic drivers, goals, KPI matrices, RASCI assignment, and process/success indicators cascading across faculty, department and programme levels.

CodeIgniter 4MySQLRASCIKPI matrices
Visit live site
complaint.superior.edu.pkLIVE
CMS

Complaint Management

Laravel 11 + MySQL portal with domain-verified public submission, automatic routing across 42 departments, SLA deadline tracking and role-scoped dashboards for 6 roles.

Laravel 11MySQLSLA trackingRBAC
Visit live site

+ Client platforms delivered at Cytrom Tech

001

ERP System

Core business process automation across departments — inventory, finance and operations in one system.

LaravelVue.jsMySQL
002

Travel Booking Engine

End-to-end booking flow with integrated payment processing and supplier API orchestration.

LaravelREST APIsPayments
003

Project Management & CRM

Integrated tool tracking projects and client relationships in a single pane of glass.

Vue.jsLaravelMySQL
004

Shopify POS Deployment

Retail sales, inventory and customer management unified on Shopify point-of-sale.

ShopifyPOSAPIs
005

Alumni Networking Portal

Alumni directory, event management and long-term community engagement.

LaravelVue.jsEvents
006

TravelGood

Curated tours and packages platform with seamless booking and itinerary management.

LaravelVue.jsREST APIs

+ Earlier production work at Falconic Tech

AerospaceIBN FIRNAS
IT ServicesBITLOGICX
IT ServicesOriel Tech
Social WelfareEyes of Hope
EmbeddedBattery Management System
05

Skills & stack

No self-assigned percentages — just what I've actually shipped with, grouped by where it lives.

ML & Applied Research

PyTorchHugging Face TransformersONNX RuntimePEFT / LoRAUnslothTRLKnowledge distillationEvaluation harness designWhisper fine-tuningModel calibrationCUSUM / EWMA change-point detection

Languages

PythonTypeScriptJavaScriptPHPSQL

Web & Systems

LaravelCodeIgniterDjango / DRFFastAPINode.jsReact.jsVue.jsNext.jsREST API designCRDTsPostgreSQLMySQLMongoDB / CouchDBIndexedDB

Infrastructure & Tooling

DockerGit / GitHub / GitLabCUDALinux server / cPanelLighthouse CIPlaywrightpytest / unittestWeights & BiasesStreamlitGradio

I also teach — web development and modern frameworks to cohorts of 1500 students, plus Final Year Project supervision from requirements through deployment.

06

Let's build together

Looking for applied ML, backend or full-stack work — and always happy to talk evals, distillation or a system you're trying to get shipped.