Subarna Katwal

Selected Work

Projects

Autonomous AI Research Agent

A self-directing research engine synthesizing knowledge across domains — generating non-obvious hypotheses far beyond standard LLM chains using a custom multi-step reasoning loop.

LLMReasoningPythonRAGVector DB

Neural Interface Design System

A component library purpose-built for AI-native products — handling streaming states, uncertainty representation, and human-AI handoff gracefully in production.

Design SystemsReactTypeScriptUX

Multimodal Data Pipeline

End-to-end ingestion of text, image, and audio into a unified knowledge graph. Sub-100ms retrieval powering downstream AI applications at scale.

ETLVector DBMultimodalKafka

Adaptive Learning Platform

An AI tutor building a real-time learner model — adapting depth, pacing, and explanation style dynamically using Bayesian knowledge tracing.

EdTechPersonalizationNext.jsBKT

My Vision About AI

"AI is not a tool.
It is the next medium.
I build at that frontier."

We are living through a rare inflection point — where the systems we build will define how the next billion people think, learn, and create. That responsibility demands both technical depth and philosophical clarity.

My work sits where intelligent systems meet human experience. I am drawn to problems where the gap between current capability and what's truly possible is widest — because that gap is where meaningful work lives.