Selected engineering work
Domain-specific LLM Q&A and GenAI systems
Undated / awaiting review
Domain-specific question-answering systems and custom neural networks accelerating early defect detection across railway, telecom and solar industries. Alongside these, end-to-end GenAI builds including Stable Diffusion–based text-to-image models, LLM-powered analytics pipelines, and vector-database retrieval systems using LangChain with custom prompt-engineering frameworks — plus fine-tuning work across Falcon, LLaMA-2 and BERT-family models with PEFT.
My contribution
AI / ML systems engineer
Engineering contributions are described below.
Team / platform context
The description distinguishes system capabilities from personal contributions where the supplied evidence permits.
Engineering record
From implementation to production
The project description below records the supplied engineering work. A project-specific visualization has not been added.
Project description and engineering work
Domain-specific question-answering systems and custom neural networks accelerating early defect detection across railway, telecom and solar industries. Alongside these, end-to-end GenAI builds including Stable Diffusion–based text-to-image models, LLM-powered analytics pipelines, and vector-database retrieval systems using LangChain with custom prompt-engineering frameworks — plus fine-tuning work across Falcon, LLaMA-2 and BERT-family models with PEFT.