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code259/README.md

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Nikhil Maturi

AI safety research, infrastructure, and BioML. Currently a research intern at EleutherAI (SOAR), working on cheap evaluation methods for inoculation prompting. In terms of engineering I build data pipelines, backend services, and ML systems for AI safety and BioML research.

San Diego, CA · LinkedIn · Email


Current work

Inoculation prompting and off-target effects — Developing an open, low-cost method to detect when inoculation prompts also suppress unintended traits or change model personas. Supported by grantmaking.ai and a Thinking Machines Lab Tinker Research Grant.

UmamiBench — Building a benchmark for scientific judgment in frontier LLMs, including task design, scoring rubrics, and the model evaluation pipeline.

Positional encodings in vision transformers — Investigating the mechanisms and effects of absolute and rotary positional encodings through mechanistic interpretability.

RecA — Developing ML methods to prioritize RecA inhibitors as potential antibiotic adjuvants, in collaboration with researchers in the University of Cambridge Department of Genetics. Built the computational stack: compound curation, potency classifiers, and a docking pipeline for millions of compounds, using 40,000+ CPU-hours on GCP.

Some current safety work isn't public yet.


Some engineering work

Selected merged pull requests from @OpenCodingSociety:

PR What it does
spring#78 General S3 file API — artifact upload/retrieval service, credential handling, storage abstraction
spring#108 S3 integration for the analytics layer
flask#38 Backend API endpoints
pages#409 LLM integration over platform analytics data, admin stats API, admin-only access control
pages#406 API integration across the frontend
pages#630 Admin analytics dashboard
pages#1011 Frontend feature work

Focus areas

Mechanistic interpretability and evaluation · Empirical Alignment and Pretraining · ML for biology and scientific imaging · Data pipelines and backend infrastructure

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  1. loc-observatory loc-observatory Public

    A miniature, production-grade Loss of Control Observatory based on https://www.longtermresilience.org/wp-content/uploads/2026/03/v5-Scheming-in-the-wild_-detecting-real-world-AI-scheming-incidents-…

    Python

  2. Open-Coding-Society/pages Open-Coding-Society/pages Public template

    OCS Pages 3.0 is a GitHub Pages project unifying the frontend for full-stack apps, games, lessons, and projects. It supports teaching Career Technical Education and AP courses: CSSE, APCSP, and APC…

    HTML 7 394