tryanph

Full-stack engineer building SaaS applications end to end for almost 5 years. 

Currently serving as Head of AI at an early stage startup for GTM tech.

About my recent work - as AI lead in a pre-seed startup - I've been involved in end to end delivery of features like fine tuning LLMs with LoRA, building Agentic GraphRAG with LangGraph using Qdrant & ElasticSearch as vector database for an AMA feature on semi-structured (SQL, docs) data using knowledge graphs.

It involved building a queue based data ingestion pipeline with NATS to vectorize incoming daily user data including LLM / NLP steps to process the docs to extract knowledge graph and finally using LangGraph to build an Agent which can query this knowledge graph and stream the answers back to the user.

Tech: Node, Nest, Next, JS, Python, SQL, ElasticSearch, NATS etc

Currently exploring MCP integrations for automating business workflows.

In the same role I've worn other hats - as a full stack engineer and tech lead for complex projects - building advanced large scale real time analytics powered by elastic search, ETL pipelines on insights data generated from LLMs on Pub/Sub NATs Infra and dashboards in Node & NextJS.

Lastly, I have a strong academic background in CS & AI fundamentals of ML, DL and LLMs graduating from tier-1 college in India. 

I've published 2 research papers on social media bot detection using ML and self trained neural networks.