Nitya's Notes

Blogs + Essays

May 2026

How Search Quality Shapes RL Outcomes

Agents trained with Exa as the search backend during RL reach higher performance with less training compute than those using Google

March 2026

WebCode: Search Evals for Coding Agents

Open sourcing WebCode, internal evaluations to improve content extraction and retrieval quality for coding agents

January 2026

exa-d: Data Framework to Process the Web

Exa's internally-built framework for handling web data processing at scale

July 2025

Changes in Government Policies Create Markets for Startups in Highly Regulated Industries

policy shifts in regulated sectors like healthcare create time-bound windows where startups can entirely capture this new market

April 2023

Scientific Heretics: In History and Modernity

old rabbit hole on how the modern world protects scientific heresy

December 2022

Applying AI to the Industry of Biology: Eligibility Criteria and Clinical Trial Design

I spent years across Amgen and at a clinical trial startup thinking through how AI could improve core bottlenecks across issues like patient recruitment. I share some of my work on this here, always happy to chat about it

Notes

May 2026

On the Packaging of Discovery

Notes from Prussian Blue, the first chapter of When We Cease to Understand the World. Optimization rarely appears to lead to discovery

May 2026

People that worked on the same idea for decades

I collect examples of people that worked on iterations of the same idea over the course of decades, before landing on their magnum opus

May 2026

What I learned from running

refusing to take the Faustian bargain: how lazy do you need to be to keep going?