Research Scientist & ML Engineer
Rohan Pandey
ML, mathematics & computational biology — and founder of three startups spanning rocket recovery, AI-powered research, and AI agent security.
The growing map — hover any point to read it, drag the timeline to replay it.
Now
- Founding Qorbit Systems, Lumina Research & Gauntlet
- Building at DigitalOcean — cloud infrastructure & developer tools
- Research in RL + symbolic systems (GNNs, PPO, verification)
- Mentoring at Anchor High — research, internships & admissions
Ventures
Three companies. One orbit — hardware that saves rockets, software that ships papers, and an attacker that breaks AI agents before users do.
Qorbit Systems
Smarter recovery for model rocketry — guided pre-flight checks, sub-400ms backup deployment, and shareable flight records for TARC & competition teams.
- 4,000+ competition teams
- <400 ms recovery response
- $240M addressable market
Lumina Research
A project-based course that takes you from a research question to a submitted paper — AI-powered, structured, and built for people who want to actually publish.
- End-to-end research workflow
- AI-guided at every stage
- Question → paper in one arc
Gauntlet
Adaptive red-teaming for AI agents — an attacker that rewrites its own payloads until your agent leaks a secret or takes an action it shouldn't, then fails your build so the fix sticks.
- 4 / 4 hardened agents broken
- 5 research-grade strategies
- MIT open-source core
About
I'm an incoming BS/MS student in Applied & Computational Mathematical Sciences (ACMS) at the University of Washington and a Research Scientist and ML Engineer. I minored in Neural Computation and Engineering, with a focus on AI in neuroscience.
I'm also the founder of Qorbit Systems (smarter recovery for model rocketry), Lumina Research (AI-powered research education), and Gauntlet (adaptive red-teaming for AI agents). My technical work spans reinforcement learning for polynomial synthesis (GNNs, PPO), cancer modeling for CAR T-cell therapy, and deep learning for robust systems.
When I'm not in the lab or building rockets, I'm on the tennis court or winning at Monopoly. I'm always up for collaborating and exploring new tech.
Skills & expertise
Experience
Software Engineer II · DigitalOcean Mar 2026 – Present
Building and scaling cloud infrastructure and developer tools at DigitalOcean.
- Systems design, reliability, and performance work across production services
- Developer experience improvements: APIs, tooling, and automation
Founder · Gauntlet Jun 2026 – Present
Adaptive red-teaming and a CI gate for AI agent security — an attacker that evolves its own payloads from the agent's responses until it leaks a secret or takes an unauthorized action, then fails the build.
- Attack strategies adapted from published red-teaming research: Best-of-N, PAIR, TAP, Crescendo, and Rainbow Teaming
- Against four support agents hardened with a keyword denylist, a fixed suite broke 0/4; the adaptive attacker broke 4/4 in 6.8 queries on average
- Open core: MIT-licensed engine on PyPI (
gauntlet-agent) that runs offline with no API key, plus a hosted dashboard for teams
Founder · Lumina Research Mar 2026 – Present
Project-based course teaching AI-powered research — from formulating a question to submitting a paper.
- Structured workflow covering literature review, analysis, and writing
- Built for researchers who want to ship real publications
Founder · Qorbit Systems Dec 2025 – Present
Building smarter recovery for model rocketry — guided pre-flight workflows, sub-400ms backup deployment, and shareable flight records for TARC & competition teams.
- Physics-engine flight simulation and real-time telemetry platform
- Designed for 4,000+ competition teams in a $240M global market
Research Assistant · Math AI Lab, UW Sep 2025 – Present
Designing a reinforcement learning framework to synthesize efficient arithmetic circuits for polynomials, achieving ~70% success on degree-m polynomials.
- PPO + GNNs with curriculum learning and symbolic verification; scaling to higher-degree synthesis with Monte Carlo Tree Search to improve sample efficiency
- Preparing open-source benchmarks and targeting submission to ICLR/ICML/NeurIPS
ML Engineer · Mercor Dec 2025 – Mar 2026
Built and deployed an end-to-end ML pipeline for large-scale text sentiment analysis, enhancing prediction accuracy through strategic model selection.
- Fine-tuned and evaluated transformer models on domain-specific data using custom scoring metrics
- Owned data preprocessing, model validation, and inference automation for production-ready workflows
Cloud & Digital SAP Intern · PwC Jun – Aug 2025
Engineered high-performance Python data pipelines leveraging vectorization and parallel I/O to reduce latency; built a secure self-service web app for automated workflow configuration and monitoring.
Data Scientist Intern · Fred Hutch Aug 2024 – Jan 2026
Developed mathematical models of CAR T-cell and tumor interactions using systems of ODEs trained on patient-derived B-ALL data, applying regression and loss optimization to evaluate treatment efficacy.
ML Intern · Naval Surface Warfare Center Oct – Dec 2024
Built a reinforcement learning framework with DDPG agents in MATLAB and Simulink, optimizing aerodynamic performance on axial turbomachinery simulations under complex physical dynamics.
ML Intern · MINDCO LABS Sep – Dec 2024
Engineered a real-time eye-tracking system integrating EEG headset signals with deep learning to decode gaze to text, contributing to brain-computer interface (BCI) research.
Project Manager Intern · NASA L'SPACE May – Aug 2024
Lucy & Artemis; led team of 11 on lunar ice mapping rover; PDR, budget, programmatics.
Lead Engineer · SARP Oct 2022 – Jun 2024
ARES: GPS-guided recovery, drogue logic, telemetry in C++/Python.
Hackathons
Builds with real-world impact.
Husky Maps
Faster way to commute through campus — shortcuts through buildings for less walking time.
Winner — UW Claude Hackathon 2025BloomSync AI
AI-guided bioinformatics pipeline that reprograms apple flowering genes through FT/TFL1 edits — new-wood fruiting and robotics-ready orchards.
2nd Place — DubHacksNeuralTrace
Real-time EEG learning visualizer — live EEG from OpenBCI in the browser via Web Serial API, 3D brain with electrode glow, and interactive neural connection animations. No backend required.
Top project — NeuroAI HackathonPublications
Papers, preprints, and research posters — all in one place.
View all research
Browse published work, in-progress reports, and posters on my publications site.
Open publications siteMission Control
Pilot the rocket through the asteroid fields.
Contact
Collaborate or say hi.