Hey, I'm Agash 👋

I build production AI and data systems. First principles, fast iteration, 0 → 1.

I build across the full data and AI stack. Pipelines, ML models, agentic systems, voice agents. I start by asking what the architecture needs to solve, what the failure modes are, how systems stay loosely coupled. Then choose the tools.

Six published research papers on improving ML algorithms. Co-founded four products across AI and SaaS. The research and the building feed each other.

01Research

I like figuring out how to make ML algorithms work better. Not more data, not bigger models. Better mechanics.

Hybridizing Differential Evolution with Deep Reinforcement Learning

Combined evolutionary search with deep RL for NP-hard seed set optimization.

Evolving XGBoost Hyperparameters for Link Prediction

Differential Evolution over XGBoost's config space. Better accuracy, no grid search.

Flow Pattern Prediction in Two-Phase Liquids

Collaboration with Federal University of Technology, Nigeria. Tree-based AutoML for multiphase pipe flow.

Evaluation of Evolutionary Algorithms on Solving the Influence Maximization

Systematic evaluation of evolutionary metaheuristics on large-scale networks.

Genetic Algorithms vs. Reinforcement Learning

Two optimization paradigms head-to-head. Where each wins, where assumptions break.

Influence Propagation Models in Social Networks

Evaluating IC, LT, and variants. Which propagation assumptions hold at scale.

02Ventures

Co-founded with Kiran and Dharun. I own the engineering end to end.

Nedil AI

LIVE

Real-time voice translation. Speak in your language, hear it back in 20+ others. Whisper, GPT-4, ElevenLabs. Live on the App Store.

Zenin AI

AI voice agent that makes phone calls on your behalf. Appointments, reservations, inquiries. LangGraph + ElevenLabs + Twilio.

Voro AI

AI desktop automation. Describe what you want in plain English, it sees your screen, plans the steps, and executes. Works on any app.

Poligovern

Open-source AI governance library. PII redaction before LLM calls, policy as code, audit trails to your data warehouse.

03Contact

Always happy to chat!

Emailagash912@gmail.com

LinkedInagash-uthayasuriyan

GitHubAgash912