Suhas Beemineni · Student & software builder
I build across spacecraft simulation, reliable AI, research, and creative software — then test what the evidence can actually support.
A change of perspective
Selected work
Projects with room to look closer.
AegisLand ↗
Voyager / Elodin ↗
AbstainBench ↗
Perception reliability
When a confident camera is wrong.
I built a simulation study to test whether an independent estimate can catch a landing camera's mistakes before touchdown.
The early synthetic result was promising. The harder camera holdout exposed the limits.
Read the case study : AegisLandIndependent research. Simulation only.
Spacecraft simulation
I contributed trajectory-error telemetry and a heliocentric gravity correction to Elodin's Voyager example.
Read the case study : Voyager / ElodinLanguage-model evaluation
I built a small browser benchmark for a specific failure: answering a question when the evidence is missing.
Read the case study : AbstainBenchA closer look · 01 / 06
Drag the wall. Let the work come around.
Across the stack
I like work where a system has to be useful, explainable, and honest about its edges.
As an AI engineering intern, I worked through model routing, memory boundaries, guardrails, tracing, and failure-path QA. The interesting part was not one clever prompt — it was keeping a real assistant’s behavior coherent across the product.
Team work & role context ↗
Known-transit recovery with TESS data, Exoplanet Archive catalog checks, and training diagnostics. The result is a reproducible exercise, not a discovery claim.
Astronomy lab ↗A closer look · 01 / 03
This is a NASA 3D Resources model of Voyager, staged beside an illustrative Jupiter and trajectory. Scroll through the scene, or explore the spacecraft directly.
Model: NASA 3D Resources / Voyager Probe (A). Jupiter texture: NASA 3D Resources. This composition is illustrative; it is not a measured Voyager trajectory and NASA does not endorse this site.
A small experiment
Bring a flyby closer to Jupiter and gravity bends its path more. Move the slider and see the geometry change.
Inside the model
Distances are from Jupiter's center. A teaching model, separate from measured Voyager results.
Open source · near the end
Small, linked credits for work that is part of a larger codebase. The projects above are mine to explain end to end.
Status checked September 5, 2026. GitHub has the latest.
The wider notebook
Not every project needs a hero image. These are the other threads, experiments, and questions I’ve made time for.
I'm Suhas, a high school student drawn to problems where code meets the physical world — and to software that helps people do something better.
Aerospace got me curious. Building software gave me a way to explore spacecraft dynamics, camera uncertainty, language-model evaluation, navigation, astronomy, and climate data.
At Seagulls / OpenStage, I worked as part of a crew on model routing, memory boundaries, guardrails, tracing, and QA. I’m careful about the difference between my implementation, a team result, and an interesting idea.
I'm interested in internships and collaborations where I can contribute to a real codebase and keep learning in public.
Let's make something useful
I'd like to hear about it.
