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Umair Amir

@umairamir

AI & Software Engineer building LLM, AI, and full-stack products with Python, FastAPI, React, RAG, and modern AI/ML technologies.

Pakistan

Message

What I'm looking for

I’m looking for a remote AI or software engineering role where I can build production AI features and scalable applications. I’m particularly interested in LLMs, RAG, backend development, APIs, and full-stack products, with opportunities to take ownership and work with an international engineering team.

I’m an AI and Software Engineer with experience building production software, AI-powered products, LLM systems, and enterprise integrations. My work spans Python, FastAPI, RAG, PyTorch, React, TypeScript, REST APIs, microservices, and cloud-based enterprise systems.

I’ve worked on an AI-powered healthcare platform for predicting hospital readmission risk, researched on-device LLM fine-tuning using LoRA/QLoRA, and developed Mixture-of-Experts and Transformer-based AI systems. I’ve also built full-stack logistics and fleet-management platforms, integrated third-party APIs, and worked with enterprise integrations using Oracle Integration Cloud and VBCS.

I enjoy taking complex problems from idea to working product, whether that means building an AI pipeline, designing an API, integrating an LLM into an application, or debugging a production system. I’m particularly interested in remote opportunities in AI engineering, LLMs, backend engineering, and full-stack development with international teams.

Experience

Work history, roles, and key accomplishments

Current

Associate Software Engineer

Current

GoSaaS, Inc.

Jun 2026 - Present (3 months)

Build and troubleshoot enterprise application integrations using Oracle Integration Cloud (OIC), Oracle VBCS, REST APIs, and business workflows. Trace production issues across APIs, integration mappings, application logic, and downstream systems.

Oracle Integration Cloud Oracle Visual Builder Cloud Service (VBCS)REST APIs Business workflows Debugging Data Validation

Software Engineer

Denovonet

Jan 2026 - May 2026 (4 months)

Built Preventra, an AI-powered hospital readmission-risk platform for U.S. hospital networks, including an ML pipeline predicting 30-day readmission risk and surfacing key clinical drivers. Developed a React clinical dashboard translating model outputs into explainable risk bands and patient-driver views for care teams.

Machine Learning React Clinical Dashboard Creation Risk Prediction ML Pipelines

AI Research Assistant

Computer Vision & Graphics Lab

Jan 2025 - May 2026 (1 year 4 months)

Designed Mixture of Experts and Swin Transformer architectures in PyTorch, including custom gating mechanisms for heterogeneous visual domains. Built reproducible training and evaluation pipelines with standardized preprocessing, comparative experiments, and quality checks across satellite and medical imagery.

PyTorch Mixture Of Experts Swin Transformer Gating Mechanisms Machine Learning Pipelines Evaluation Pipelines Satellite Imagery Medical Imaging

Software Engineer Intern

Parcel To Ship

May 2025 - Dec 2025 (7 months)

Engineered a multi-carrier logistics platform using React.js, TypeScript, Node.js, MySQL, and Strapi, integrating Stripe, Aramex, and iMile APIs. Converted the backend from a monolithic system into a microservices-based Control Tower architecture to streamline deployment and automated fulfillment.

React TypeScript NodeJS MySQL Strapi Stripe Aramex IMile Microservices Control Tower Architecture

LLM Research Assistant

Center for Speech and Language Technologies (CSaLT)

May 2025 - Aug 2025 (3 months)

Investigated on-device LLM fine-tuning with LoRA/QLoRA, profiling latency, accuracy, storage wear, and system efficiency across edge hardware. Identified flash writes as a bottleneck and evaluated batching, delta encoding, and adaptive scheduling to reduce write amplification.