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rana-m-ahmed/README.md


About Me

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",
        ]

Education

B.S. Computer Science

Bahria University Islamabad  |  2024 – Expected Dec 2027

  • CGPA: 3.89 / 4.0
  • Rector's Honours List — Fall 2025
  • DSA · OOP · DB Systems · Software Engineering · AI · Computer Architecture · Digital Logic Design

FSC Pre-Medical

Kips College, Rawalpindi  |  2021 – 2023

  • Grade: A1
  • Rigorous analytical foundation in sciences
  • Pivoted fully into Computer Science — best decision ever made

Tech Stack


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

GitHub Stats


Development Projects

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 Work

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


Contribution Activity


Achievements

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

Leadership

GlobalX Student Ambassador

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.

Competitive Programming Captain

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.


Certifications

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

Contribution Snake

github contribution grid snake animation


Building intelligent systems that scale — one commit at a time.

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