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Right now

What I’m building right now

  • Two-tool research agent

    In progress

    A LangGraph + local Ollama agent, built to back every key skill with a concrete demo before interviews.

  • Reading & implementations

    Ongoing

    Re-deriving papers (Transformers, LoRA, TRM) and implementing them from scratch in PyTorch — understand before using.


Selected projects

What I’ve built

Systems I design, build and ship — from AI agents and RAG to data engineering.

Flagship project

MarketPulse AI

AI agents & a RAG-based recommendation engine

A RAG-based recommendation engine (LangChain + ChromaDB) that personalises responses to the user profile and context, with autonomous AI agents (LangGraph) orchestrating end-to-end automated workflows and real-time data flows (Kafka + FastAPI).

01 · Real-time ingestion
Kafka + FastAPI — automated collection & processing
02 · Autonomous agents
LangGraph orchestrates end-to-end workflows
03 · Personalised RAG
LangChain + ChromaDB — answers per profile & context
04 · Evaluated answer
DeepEval — multi-provider OpenAI / Mistral / HuggingFace
PythonLangGraphLangChainRAGChromaDBFastAPIDocker
Project details
AI agents · RAG 2026
ask-my-portfolio · RAG