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Niyathnair/README.md

Hi, I'm Niyath Nair

Founding Research Engineer at AntHill AI, based in Bengaluru. I build LLM systems that have to be right: retrieval, knowledge graphs, agents and text-to-SQL.

Before this I was a Product Analyst at slice Small Finance Bank, and I studied materials engineering at IIT Jodhpur, where a Bi-GAN I built for lattice structure identification later turned into a market-risk stress-testing model.

Featured work

Project What it is
crowdlens Simulates a population of audience personas to stress-test campaign copy before it ships
clif-gpt Couples a frozen LLM with an object-centric video dynamics branch for physics-grounded completions
startup-builder-agents FastAPI service of agents that turn a startup idea into market research, branding, a business model and financial estimates
research-paper-rag Query research papers with LLaMA-2 and retrieval-augmented generation
market-risk-bigan Market risk analysis and stress testing with bidirectional GANs
curvetopia-curve-regularization Regularity, symmetry and occlusion handling for 2D curves (Adobe GenSolve)

More of what I work on

Toolbox

Python · PyTorch · SQL · Rust · TypeScript · FastAPI · AWS SageMaker

Writing

I write about research at The Multiverse of Intelligence.

Pinned Loading

  1. startup-builder-agents startup-builder-agents Public

    AI-powered modular agents for automating startup idea evaluation, market research, branding, and financial forecasting.

    Python 3 1

  2. clif-gpt clif-gpt Public

    Frozen LLM fused with object-centric video dynamics for physics-grounded text completion

    Python

  3. crowdlens crowdlens Public

    Simulate a population of audience personas to stress-test campaign copy before publishing

    TypeScript

  4. curvetopia-curve-regularization curvetopia-curve-regularization Public

    Curvetopia (Adobe GenSolve): regularise 2D curves, detect symmetry and complete occluded shapes

    Jupyter Notebook

  5. market-risk-bigan market-risk-bigan Public

    Market risk analysis and stress testing with bidirectional GANs (BiGAN)

    Jupyter Notebook

  6. research-paper-rag research-paper-rag Public

    Query research papers with LLaMA-2 and retrieval-augmented generation

    Python