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merchantkevin/README.md

Hi, I'm Kevin Merchant πŸ‘‹

🌍 Based in India Β· πŸ€– Building with AI, agents, and data

I work at the intersection of applied AI, multi-agent systems, and data engineering β€” turning messy real-world data and complex workflows into systems that actually ship.


πŸ”­ What I'm working on

  • 🧠 Enterprise RAG pipelines β€” multi-lingual document intelligence with strict source citations
  • 🀝 Agentic systems β€” multi-agent orchestration with CrewAI for finance, research, and analysis
  • πŸ“Š Data & visualization β€” turning APIs and raw datasets into stories worth telling

πŸ› οΈ Tech I reach for

Languages: Python Β· SQL Β· JavaScript AI / ML: OpenAI , Azure AI Foundry, CrewAI, RAG, Vector DBs, Fine Tuning Backend: FastAPI
Data: Pandas, NumPy, Jupyter, Matplotlib
Cloud: Azure, AWS, GCP

🌱 Currently exploring

  • Observability and Monitoring in Agentic Systems
  • Production patterns for RAG (chunking, retrieval evals, citation grounding)
  • Better orchestration between specialized agents
  • Converting raw messy data into actionable and systematic data, because why not!

πŸ“Œ Pinned projects worth a look

πŸ“« Let's connect


⚑ Always open to interesting problems in AI, agents, and applied ML.

Pinned Loading

  1. Polyglot-RAG-Azure Polyglot-RAG-Azure Public

    An Enterprise RAG pipeline using Azure AI Document Intelligence, Translator, and OpenAI GPT-4o to query complex, multi-lingual PDFs with strict source citations and conversational memory.

    Python

  2. agentic-finance-explorer agentic-finance-explorer Public

    Multi agent financial analysis system using CrewAI, FastAPI, and GPT-4o-mini. Features technical analysis and adversarial risk auditing.

    Python

  3. WeatherData WeatherData Public

    Retrieving weather data using Open Weather Map and converting data into visualizations

    Python

  4. MLS-Stadium-Attendance-Analysis MLS-Stadium-Attendance-Analysis Public

    Jupyter Notebook

  5. Image-Caption-Generator Image-Caption-Generator Public

    Jupyter Notebook