AI/ML engineer. I build LLM, RAG, and NLP systems that assume the input is hostile and the model will be wrong.
I build production AI systems, from the model and LLM pipelines to the backend and frontend around them.
AI/ML engineer, 3+ years on production LLM, RAG and NLP systems. I build assuming the input is hostile and the model will be wrong, so most of my effort goes into the checks that catch it.
Until September 2026, Lead AI engineer at Kyoorious.ai, on LLM evaluation and semantic deduplication over vector embeddings. Comfortable across the stack, model to frontend.
Based in Surat, India, working remotely.
Scores inbound leads and drafts the reply. Nothing sends without a human.
Injection demanding a score of 100 was scored 0
Answers only from your documents, cites the exact section, or refuses.
0.943 context recall, measured over 123 labelled questions
Reads an invoice, then checks the model's work before it reaches a ledger.
7 deterministic checks, 51-case validation suite
Classifies inbound messages and escalates by rule, not by tone.
A message demanding urgency 100 came out at urgency 0
Also shipped
An LLM service that grades free-text student answers and generates feedback, replacing manual grading at scale at Kyoorious.ai.
A two-stage pipeline combining lexical trigram matching with semantic search over pgvector to keep large question banks free of near-duplicates.
A multi-class email classifier fine-tuned from pre-trained BERT, reaching roughly 90% accuracy with preprocessing tuned for large datasets.
Kyoorious.ai
Automated assessment, curriculum and reporting. LLM evaluation and semantic search over vector embeddings.
Workdesk Technologies
RAG models, sentiment analysis, and web-scraping automation for clients.
Logictrix Infotech
Conversational AI chatbots, CV video personalization, translation backends.
Logictrix Infotech
BERT email classification (~90% accuracy) and data preprocessing at scale.
Education
Uka Tarsadia University
CGPA 7.79 / 10
Uka Tarsadia University
CGPA 9.44 / 10
I keep evening and late-night slots open for US and UK hours, so book whatever suits your day rather than mine.
I usually reply within a day.
These are my real open slots, straight off my calendar and shown in your timezone. Twenty to thirty minutes is usually enough to work out whether there is something here.