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Sid Shukla

I research how neural networks represent knowledge, build organizations from the ground up, and write about what I find.

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Currently
researching SAE interpretability at Algoverse scaling Cavaliers & Co. preparing for mock trial states

I'm sixteen, based in Sacramento, and I spend most of my time on problems at the edge of machine learning research. Right now, I'm working on sparse autoencoder interpretability with Algoverse — trying to figure out how large language models actually encode what they know. That work has led to paper submissions at NeurIPS and AAAI, which is unusual for someone still in high school.

Outside the lab, I run Cavaliers & Co. (a student apparel brand I started), manage business operations for my school's news organization, and compete in mock trial at the state level. I like building things that require figuring out how they should work.

NeurIPS / AAAI co-author Founded Cavaliers & Co. SAE interpretability research State Mock Trial competitor
Research

Algoverse AI Research

Co-authored papers submitted to NeurIPS and AAAI as a high school researcher

Studying sparse autoencoder interpretability and activation steering to understand how LLMs encode knowledge. Contributing to AI safety research that advances mechanistic understanding of large models.

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Competition

EchoAid

AI-powered mental health support with voice journaling and emotion detection

Built a mental health app with voice journaling, real-time emotion detection, and personalized wellness insights. Designed to make professional-grade support accessible to anyone with a phone.

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Startup

Cavaliers & Co.

Student-run apparel brand with end-to-end business operations

Founded and operate a student apparel company from concept to market — design, production, marketing, and sustainable growth strategy, all built from scratch.

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Leadership

The Octagon

Managing sales, marketing, and advertising pipeline for school media

Overseeing business operations for the school's media organization — building revenue through strategic advertising partnerships and preparing teams for business competitions.

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2025

Research Contributor, Algoverse

SAE interpretability and activation steering. Papers submitted to NeurIPS and AAAI.

2024–Present

Founder, Cavaliers & Co.

Student apparel brand from concept to market. Design, production, marketing, and growth.

2024–Present

Business Manager, The Octagon

Sales pipeline, advertising revenue, and business competition strategy.

2024

EchoAid — Hackathon Build

AI-powered mental health app with voice journaling and emotion detection.

2023–Present

Mock Trial Competitor

State-level courtroom advocacy and legal argumentation.

Let’s talk.

I'm always interested in research collaborations, hard problems in interpretability, and conversations with people building real things.

Currently open to summer 2026 research positions and collaborations.