Production LLM Copilots
Built a GenAI copilot for Interactive Review Listing that reduced clinical query-build time by 75%.
Senior Generative AI Engineer / Clinical LLM Systems
Ahamed Musthafa R S
I build production LLM systems for clinical and life-sciences workflows: GenAI copilots, RAG pipelines, fine-tuned models, prompt systems, and backend services that make AI usable inside real product constraints.
- 7
- Years in software
- 3+
- Years in LLMs
- 75%
- Faster query-builds
- 80%
- Efficiency gains
About
GenAI engineer for production clinical systems.
My name is Ahamed Musthafa R S. I am a Senior Generative AI Engineer in Coimbatore with 7 years of software engineering experience, including 3+ years building production LLM solutions for clinical and life-sciences teams.
My current work centers on GenAI copilots, RAG pipelines, prompt engineering, LLM fine-tuning with Hugging Face, and backend integration with Python, Django, AWS, and clinical data workflows.
Fine-Tuned Models
Fine-tuned open-source LLMs with LoRA on synthesized datasets to classify logically discrepant features with 80%+ accuracy.
Clinical AI Integration
Designed model service interfaces and configurable rule engines that helped reduce integration time by about 50%.
GenAI Stack
The systems I am strongest at building now.
Natural language to clinical workflow
I design LLM assistants that replace complex manual clinical review flows with guided natural-language inputs and reliable backend orchestration.
Signal
Production copilot
Use
Clinical review
Impact
75% faster
boot: genai portfolio online
Selected Work
GenAI builds from product systems to personal experiments.
Interactive Review Listing Copilot
Production GenAI copilot using LLM APIs and advanced prompting to accelerate clinical query-build workflows by 75%.
DeciSentient
AI-based decision agent for shopping and travel using TinyFish WebAgent API, Gemini, and ElevenLabs voice search.
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