class RanaMuhammadAhmed:
def __init__(self):
self.name = "Rana Muhammad Ahmed"
self.title = "AI Full Stack Engineer"
self.university = "Bahria University Islamabad"
self.cgpa = 3.89
self.location = "Rawalpindi, Pakistan"
self.background = "Pre-Medical → Computer Science"
@property
def currently(self):
return [
"Building end-to-end AI systems from data pipeline to production deployment",
"Researching privilege aggregation mechanisms in MCP systems",
"Shipping cross-platform applications at scale (400+ users/day)",
"Competing at ICPC Asia Regional level",
"Global Student Ambassador @ Bahria University",
]|
Bahria University Islamabad | 2024 – Expected Dec 2027
|
Kips College, Rawalpindi | 2021 – 2023
|
| Domain | Tools |
|---|---|
| Languages | Python, TypeScript, Dart, C++, JavaScript, SQL |
| AI / ML | PyTorch, Hugging Face, TFLite (INT8), FastAPI, spaCy, NLP, LLM Integration |
| Full Stack Web | TypeScript, Node.js, FastAPI, PostgreSQL, PLpgSQL |
| Mobile / Cross-Platform | Flutter, Dart, GoRouter, Supabase, Firebase |
| Systems & Embedded | Qt Widgets, SFML, CMake, Arduino, Multithreading |
| Infrastructure | Git, GitHub, Docker, VS Code, Android Studio |
| Core CS | OOP, Data Structures & Algorithms, System Design, Memory Management |
CropCrop: Edge AI Crop Disease Intelligence | PyTorch · Flutter · TFLite · EfficientNet | Active Research
End-to-end self-supervised + multi-task learning pipeline for diagnosing plant diseases, pest damage, and nutrient deficiencies on low-end Android hardware without internet. Production-ready edge inference engine.
| Metric | Value |
|---|---|
| Accuracy | Top-1: 90.41% · Macro F1: 90.39% · Top-5: 99.43% |
| GPU Inference | 16.8ms |
| Model Size | 48MB (FP32) · 12MB (INT8 Quantized) |
| Architecture | EfficientNet-Lite4 with custom multi-task heads |
Synapse: AI Agent Deployment Platform | Python · TypeScript · PostgreSQL · React | 2026
End-to-end suite for building, training, and deploying intelligent AI agents without infrastructure friction. Upload data, configure agent personas, deploy chat widgets with single-line integration.
| Aspect | Details |
|---|---|
| Core Features | Agent builder · Data ingestion · LLM integration · Chat widget deployment |
| Architecture | Microservices with async task queue · Scalable inference |
| Deployment | Single-line web widget integration |
ReadOut: B2B Analytics SaaS | Python · TypeScript · PostgreSQL | 2026
Analytics platform that answers back. Connect datasets, ask what changed, receive visual answers with reasoning. Enterprise-grade data intelligence platform.
| Feature | Implementation |
|---|---|
| Query Engine | Natural language to SQL translation |
| Visualizations | Automated chart generation with insights |
| Data Integration | Multi-source dataset support |
Haul: E-Commerce Marketplace | Flutter · Python · Stripe · Supabase | 2025-2026
Android-first Flutter commerce platform built on visual search, personalized recommendations, resilient offline state, and server-authoritative Stripe test checkout.
| Capability | Details |
|---|---|
| Visual Search | Image-based product discovery |
| Recommendations | ML-driven personalization engine |
| Offline Support | Sync-enabled local caching |
| Payment | Stripe test integration with full PCI compliance |
Wasfa Diagnostic LMS | Flutter · Supabase · GoRouter | 2025–2026
Production LMS serving live diagnostic centre. Cross-platform (web, mobile, desktop) system currently handling 400+ patient intakes daily.
| Metric | Result |
|---|---|
| Daily Scale | 400+ patient intakes digitised |
| Speed Improvement | 65% reduction in registration time via MRN/name/phone search + auto-fill |
| Report Turnaround | <5 minutes via Flutter Quill + PDF export |
| Uptime | 99%+ with <2 sec median login |
Compresso: File Compression Engine | C++ · Qt Widgets · CMake | May 2025
Folder-based file compression tool implementing Canonical Huffman Coding from scratch. Multithreaded processing with custom binary format and guaranteed decompression integrity.
| Specification | Value |
|---|---|
| Compression Ratio | 45–60% file size reduction |
| Architecture | Multithreaded processing for 100+ files |
| Integrity | Header structures guarantee accurate decompression |
Research on MCP Privilege Aggregation | Python · Jupyter Notebooks · Research Infrastructure
Foundational research exploring privilege aggregation mechanisms in Model Context Protocol (MCP) systems. Initial scaffolding phase focusing on architectural patterns and security implications.
| Component | Focus |
|---|---|
| Analysis | Privilege escalation patterns in distributed agent systems |
| Documentation | Jupyter-based exploration and hypothesis testing |
| Infrastructure | Research scaffolding for experimental validation |
| Award | Details |
|---|---|
| ICPC Asia Topi Regional 2025 | Team Lead · The Pull Pirates · Ranked 73rd / 200+ teams |
| NESCON 2025 Speed Programming | National-level competition · Team The Pull Pirates |
| Rector's Honours List | Nominated for academic excellence — Fall 2025 |
| Merit Scholarship | Consecutive merit-based scholarships — CGPA 3.89 · 2024–Present |
|
Bahria University Islamabad | Feb 2026 – Present Selected via departmental nomination to represent Bahria University in global initiatives and facilitate student engagement in international scholarships and exchange programmes. |
Team: The Pull Pirates | 2024 – Present Founded and lead the team. Conduct weekly algorithmic training sessions. Active contestant at ICPC Asia Regional and national-level competitions. |
| Certificate | Issuer |
|---|---|
| Flutter and Dart: Developing iOS, Android & Mobile Apps | IBM via Coursera |
| Mobile App Notifications, Databases & Publishing | SkillUp via Coursera |
| Getting Started with Flutter Development | Google Cloud via Coursera |
Building intelligent systems that scale — one commit at a time.

