MuhammadTalhaYaseen.
Software engineer and AI researcher completing my MS from LUMS, doing research at CVGL lab. Building production backends, ML systems, and published research headed for NeurIPS 2026.
About
Me.
Software engineer and AI researcher, graduated with a BS in Computer Science and completing my MS at LUMS (May 2026). I ship production systems, not toy projects.
My work spans two internships at 10Pearls (full-stack MERN engineering and ML microservices), MindStorm Studios (mobile games with 10M+ combined downloads), and CVGL @ LUMS (computer vision research headed for NeurIPS 2026).
RoadWeaver surpassed SAM-Road++ (CVPR 2025) with TOPO F1 of 86.4% on CityScale and 87.3% on SpaceNet. I move fast, write clean code, and don't need hand-holding.
Professional
Experience.
Graduate Research Assistant
CVGL, LUMS
Developed RoadWeaver: a topology-aware road graph extraction model on SwinV2-Base that jointly predicts segmentation masks and node heatmaps in a single forward pass, followed by a six-stage parameter-free pipeline. Surpassed SAM-Road++ (CVPR 2025): TOPO F1 86.4% on CityScale, 87.3% on SpaceNet (+14.0 / +16.3 pp recall). Designed a composite loss (OHEM-BCE + Focal Tversky + soft-clDice) and characterised a novel prerequisite dependency between loss components. Submitted to NeurIPS 2026.
Full Stack Engineer Intern
10Pearls
Built 'Mantiq', a collaborative MERN stack note-taking platform. Engineered RESTful APIs, implemented Vitest unit tests, integrated SonarQube for code quality enforcement, and containerized the full stack with Docker.
Data Science Intern
10Pearls
Designed and deployed a FastAPI-based ML microservice and optimized PostgreSQL schemas for high-throughput query performance. Worked within an agile team on data pipelines and backend integration.
Game Developer
MindStorm Studios
Contributed to mobile titles accumulating 10M+ combined downloads. Implemented performance-critical UI systems in Unity and ran LiveOps A/B experiments on economy parameters, directly impacting retention metrics.
What I
Build With.
Domains I've shipped in, not self-rated bars. Real tools, real results.
AI & Machine Learning
State-of-the-ArtDesign and train production neural networks. Hybrid ResNet + Swin architectures surpassing SAM-Road++ on CityScale and SpaceNet benchmarks. LLM-powered RAG systems with vector search, and ML microservices.
Languages
PolyglotWrite clean, idiomatic code across multiple paradigms. Deep CS fundamentals from data structures to system design.
Backend & APIs
ProductionScalable microservices and RESTful APIs handling real production traffic. FastAPI, Node.js, Django, containerised and shipped.
Cloud & DevOps
Multi-CloudContainerised deployments across Azure and GCP with Kubernetes orchestration, CI/CD pipelines, and infrastructure that stays up.
Game Development
ShippedPerformance-critical game systems in Unity, LiveOps A/B experiments, and mobile titles shipped to millions of players.
Complete Tech Stack
Featured
Projects.
RoadWeaver
Topology-aware road graph extraction model built on SwinV2-Base. Surpassed SAM-Road++ (CVPR 2025) with TOPO F1 86.4% on CityScale and 87.3% on SpaceNet. Submitted to NeurIPS 2026.
Chiron
Multi-agent AI platform for hypothesis validation and autonomous experimental protocol generation. Adversarial LangGraph agents stress-test novelty against live literature before any resources are committed.
Simulacra
🚧 Currently under development. An automated, AI-driven UX/UI testing framework that deploys autonomous VLM agents with distinct personas to evaluate cognitive load and navigational friction.
Mantiq
A collaborative, AI-powered note-taking platform. Features real-time multi-user editing with Socket.io/Yjs, generative AI integration, and robust versioning.
Qwirl App
High-performance social media platform backend with FastAPI microservices, Redis caching layer, and optimized PostgreSQL schema design.
Certificates
& Awards.
Achievement
Board.
State of the Art
RoadWeaver surpassed SAM-Road++ (CVPR 2025) with TOPO F1 86.4% on CityScale and 87.3% on SpaceNet, improving recall by 14.0 and 16.3 pp respectively. Submitted to NeurIPS 2026.
Production ML
Built and deployed ML microservices and full-stack platforms at 10Pearls across two internships, shipping production code in agile teams.
Mass Scale
Contributed engineering work to mobile games accumulating 10M+ combined downloads on major app stores.
Startup Warrior
1st Runner-Up at CeDAR LUMS Startup Weekend 2025. Pitched and defended a full product concept under pressure.
Cloud Native
Deployed and managed containerized production services across Azure and GCP with Kubernetes orchestration.
RAG Architect
Built a production LangChain + Pinecone retrieval-augmented generation pipeline with real document ingestion.
Let's Build
Something
Extraordinary.
Open to new roles, freelance contracts, and ambitious collaborations. Have an idea? Let's ship it.