Josh T
@josht
Software Engineer building production RAG, evaluation, and LLM deployments with security and measurable impact.
What I'm looking for
I’m a Software Engineer delivering end-to-end AI/ML systems in production—especially RAG, LLM evaluation, and secure deployment. At Bytronic Vision Intelligence, I translated client requirements into actionable technical specifications and secured over £1M in project funding.
I architected and deployed a production RAG system using LangChain with hybrid retrieval and optimized chunking, then built an evaluation framework with deepeval (recall, precision, faithfulness, and contextual relevancy). I improved average answer correctness by 30% and answer relevancy by 5%, while also deploying a FastAPI gateway with rate limiting and API-key authentication and streaming support via vLLM.
I’ve also shipped practical AI solutions at scale: an LLM-powered expense filing assistant that reduced administrative time by 60% and processed 1000+ transactions monthly, plus a 24/7 RAG chatbot that cut support tickets by 40%. My background extends to model deployment with Docker, vector DBs (Qdrant, ChromaDB), CI/CD with GitHub Actions, and computer vision work (YOLO models achieving 1mm positional accuracy); I reinforce this with project work like my LLM Integrated Ebook Manager and a dissertation focused on fault classification from gearbox acceleration data.
Experience
Work history, roles, and key accomplishments
Software Engineer
Bytronic Vision Intelligence
Nov 2025 - Present (7 months)
Architected and deployed production RAG and evaluation pipelines using LangChain and deepeval, improving answer correctness by 30% and answer relevancy by 5%. Built a secure FastAPI gateway and 24/7 RAG chatbot, reducing administrative time by 60% and support ticket volume by 40%, while securing £1M+ in project funding through client presentations and demos.
Education
Degrees, certifications, and relevant coursework
University of Manchester
Master of Engineering (MEng) (Hons), Mechanical Engineering
Grade: 2:1
MEng (Hons) Mechanical Engineering degree, awarded with a 2:1 (July 2025).
Collingham College
A Levels, Physics, Biology, Mathematics
Grade: A*, A*, A*
Completed A Levels in Physics, Biology, and Mathematics with grades of A*, A*, and A* (July 2021).
Availability
Location
Authorized to work in
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