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Manoj21k/README.md

Hi, I'm Manoj Kumar 👋

AI Engineer  ·  Building agentic systems & GenAI applications  ·  Bangalore, India

LinkedIn Medium Email Profile views


About

I'm an AI Engineer at The Math Company (MathCo), where I build production GenAI systems and multi-agent applications. My day-to-day is split between designing LLM-powered agents, evaluating and observing them, and shipping the surrounding APIs and UIs.

  • 🤖 Currently working on agentic AI architectures — multi-agent orchestration, tool-use, and evaluation
  • 🧠 Background in NLP and Deep Learning, applied to finance and analytics problems
  • ✍️ I write about AI engineering on Medium
  • 📫 Reach me at manojkotary@gmail.com

🚀 Featured Projects

Multi-agent framework that turns an open-ended research query into a professionally formatted PDF report with embedded data visualizations. 5 specialized agents (Researcher, Planner, Drafter, Coder, Critic), iterative web search across 30+ sources, and an actor–critic loop for chart generation.

Stack: Python · LangGraph · Tavily · Plotly · Streamlit

Modular multi-agent system for personalized financial guidance. A coordinator routes queries through Triage → Clarification → Advisor → Optimizer agents, each with explainable steps so users see why they got a recommendation.

Stack: Python · LangGraph · OpenAI · FastAPI

Lightning-fast chatbot powered by Groq's inference engine, with conversation memory, customizable personalities, and full Langfuse tracing. A clean reference for instrumenting LLM apps with observability from day one.

Stack: Groq · LangChain · Langfuse · Streamlit · uv

A hands-on guide to LangGraph covering sequential, parallel, conditional, and iterative workflows — plus a working chatbot. The repo I wish I had when I started building agentic systems.

Stack: Python · LangGraph · LangChain

Run GPT-OSS (20B) entirely on your own hardware via Ollama, with a transparent reasoning interface that shows the model's internal thought process before each response.

Stack: Ollama · GPT-OSS · Streamlit

A curated, regularly updated collection of AI-powered apps grouped by real-world use case — coding, content creation, voice AI, productivity, and more.

Type: Curated resource list


🛠️ Tech Stack

LLMs & GenAI OpenAI Anthropic Groq Hugging Face Ollama

Agentic Frameworks & Observability LangChain LangGraph Langfuse Phoenix

ML / DL PyTorch TensorFlow scikit-learn Pandas NumPy

Backend & Serving Python FastAPI Streamlit Docker Kubernetes

Data PostgreSQL pgvector Redis MySQL Power BI


📊 GitHub Stats

Manoj's GitHub stats Top languages


Open to interesting GenAI / agentic AI roles and collaborations.

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  1. gpt-oss-streamlit-chat gpt-oss-streamlit-chat Public

    Run GPT-OSS on your own hardware using Ollama

    Python 1

  2. groq-chatbot groq-chatbot Public

    Lightning-fast AI chatbot powered by Groq with Langfuse observability

    Python

  3. multi-agent-financial-assistant multi-agent-financial-assistant Public

    A modular, multi-agent AI system that coordinates financial planning using prompt-driven agents for triage, clarification, advice, and optimization. The financial coordinator orchestrates all subag…

    Python

  4. multimodal-deep-researcher multimodal-deep-researcher Public

    Multi-agent framework that turns an open-ended research query into a polished PDF report with embedded visualizations. 5 agents (Researcher, Planner, Drafter, Coder, Critic) + actor-critic chart loop.

    Python