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Aman User

@amanuser31

I build AI-powered tools, fine-tuned LLM pipelines, and scalable full-stack systems.

India
Message

What I'm looking for

I'm looking to build practical AI/ML products, contribute to open-source work, and solve challenging problems across LLMs, machine learning, and full-stack systems.

At Atomic Arts, I build production AI tooling, including a PyTorch LoRA fine-tuning pipeline that reduced model turnaround time by 28% and training time by 30%.

I also developed FastAPI client-server systems and ComfyUI workflow abstractions that cut artist onboarding time by 75% and reduced file-operation latency across Windows and Linux.

Previously, I shipped AI educational tools for 3M+ daily learners at Code for GovTech, fine-tuned Qwen and Llama on AWS, and mentored four international teams at Sugar Labs on responsible AI/ML practices.

Experience

Work history, roles, and key accomplishments

AA
Current

Software Developer

Atomic Arts

Jul 2026 - Present (2 months)

Developed a proprietary pipeline tool integrating PyTorch-based LoRA fine-tuning with automated dataset ingestion and GPU job routing, reducing model turnaround time by 28% and training time by 30%. Built a Python wrapper layer using the ComfyUI API and a distributed FastAPI client-server system with load balancing and cross-platform file hardlinking.

Sugar Labs logoSL

Google Summer of Code 2026 Mentor

Sugar Labs

May 2026 - Aug 2026 (3 months)

Evaluated contributor proposals against technical and ethical AI criteria and guided 4 teams on responsible AI/ML practices. Led weekly syncs, unblocked architectural decisions, and co-authored onboarding documentation.

CG

AI Software Developer

Code for GovTech

Jun 2025 - Sep 2025 (3 months)

Built AI-powered educational tools for 3M+ daily learners across 40+ countries, shipping an AI Story Builder feature. Fine-tuned and deployed LLMs on AWS SageMaker and EC2, optimizing inference response time from 4.0s to 0.5s through model quantization.

Education

Degrees, certifications, and relevant coursework

WC

Wilson College

Bachelor of Science, Information Technology

Grade: 9.4/10

Activities and societies: Relevant coursework: Machine Learning, Data Structures & Algorithms, Database Management, Statistics

Graduated in June 2025 with a B.Sc. in Information Technology, achieving a CGPA of 9.4/10.

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