About Me

class ChethanKMurthy:
    def __init__(self):
        self.education = "B.Tech CSE (AI & ML) @ Dayananda Sagar University · SGPA 9.36"
        self.location  = "Bengaluru, India 🇮🇳"
        self.focus     = ["LLMs", "Agentic AI", "Quant Research", "Applied ML"]
        self.past      = "Quant Research Analyst @ Carlsen Capital"
        self.fun_fact  = "Aspiring filmmaker. Storyteller in code and cuts."

    def current_obsession(self):
        return "Agentic LLM systems, multi-step reasoning, and quant strategy modeling."

"From git init to peer review — I build, ship, and publish."

  Impact at a Glance

81% Q1 2024 ROI NIFTY50 trading bot	15–40× Throughput gain Monte Carlo CVA engine	9.36 SGPA B.Tech AI & ML	👥 6 Researchers led cross-functional team
3 📄 Peer-reviewed papers IEEE & Taylor & Francis	🏅 Best Paper Award ISCMR 2024	🏆 #1 Zerodha Varsity Quiz 1st of 1500+	📘 Book chapter AIoT for Smart Agriculture

  What I'm Working On

🔬 Research & Building Agentic LLM systems — Gemini-powered multi-turn reasoning, dynamic prompt construction, tool use. Quantitative finance — Monte Carlo risk engines, RL-based portfolio optimization, volatility surface modeling. Applied ML — pathology classification, financial forecasting with GANs, healthcare diagnostics.

📚 Publishing & Writing 3 peer-reviewed papers across IEEE Xplore and Taylor & Francis (2025). Book chapter, "From Fields to Data," in AIoT for Smart Agriculture. Best Paper Award, ISCMR 2024.

  Featured Projects

🤖 Meridian-The operating system for creator-driven growth. Gemini-powered agentic LLM with dynamic prompt construction, conversational state tracking, and modular tool-use architecture. Built for adaptive multi-turn Socratic reasoning across diverse learner profiles.	📈 CVA Monte Carlo Engine Production-grade Credit Valuation Adjustment engine. Hull–White stochastic model + Sobol QMC + Numba-JIT kernels = 15–40× faster than baseline. Deployed via FastAPI + Streamlit dashboard. Python FastAPI Numba Quant Finance
💹 GAN-Driven Bank Forecasting Generative Adversarial Networks simulating future financial scenarios for HDFC, SBI, ICICI. Combined with DCF modeling to surface optimal investment allocation across major Indian banks. PyTorch GANs DCF FinTech	🫁 Lung Cancer Detection — Comparative ML Study Best Paper Award winner. Comparative analysis of ML models for early lung cancer detection. Published in Taylor & Francis (ISCMR 2024). scikit-learn Research Healthcare AI
🧘 Mindsight AI NLP-driven mental wellness companion: 24/7 AI support, early intervention signals, and data-driven insights for promoting mental well-being. NLP Mental Health LLMs	💰 Gold-ETF Portfolio Optimizer ARIMA-based ML model fitted on historical fund performance of Indian Gold-ETFs to construct optimal allocations for maximized risk-adjusted returns. Python ARIMA Time-Series Finance
🃏 Poker Bot Input your river cards and the table cards to compute your real-time probability of winning the hand. Python Probability Game Theory	🚀 Space Survival Game A thrilling JS arcade game where you dodge planets and survive in space. Unlimited distance, limited lives. JavaScript HTML5 Canvas

  Tech Stack

Languages

AI / ML / Data

Backend / Infra

Frontend

Databases

Tools

  Experience

Quantitative Research Analyst — Carlsen Capital

_{Jan 2024 – Jun 2024 · Bengaluru, India}

• Designed and back-tested algorithmic trading strategies on NIFTY50 options, achieving 81% returns in Q1 2024 through feature engineering and statistical pattern discovery.
• Optimized derivative strategies (Iron Condor, Calendar Spread, Vertical Put) via volatility surface modeling and correlation structure analysis to improve risk-adjusted Sharpe ratio.
• Built a reinforcement learning framework for real-time portfolio optimization on high-dimensional financial datasets.
• Led a cross-functional team of 6 researchers from IIT Kanpur, driving model evaluation and end-to-end deployment of ML models into proprietary trading systems.

  Publications

📄	A Hybrid Spiking CNN for Efficient Pathology Classification IEEE Xplore · 2025
📄	Security Risk Assessment of WiFi Protocols for Smart Homes Taylor & Francis · 2025
🏅	Comparative Analysis of ML Models for Lung Cancer Detection Taylor & Francis · 2025 — Best Paper Award
📘	From Fields to Data — How AIoT is Reshaping Agricultural Water Use Book chapter · AIoT for Smart Agriculture

  GitHub Stats

🏆 Trophies

📊 Contribution Activity

🐍 Watch My Contributions Get Eaten

  Let's Connect

I'm open to collaborations on LLM systems, quant research, applied ML, or anything weird and ambitious. Drop me a line.

_{"Anugrahitosmi" — I am graced. Thanks for stopping by.}