AI Engineer · Building agentic systems & GenAI applications · Bangalore, India
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
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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 |
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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 |
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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 |
Agentic Frameworks & Observability
Open to interesting GenAI / agentic AI roles and collaborations.


