About Scorpio
Scorpio is an advanced pedagogical framework engineered to eliminate systemic friction in STEM education through precision Socratic guidance.
Mission Parameters
Moving beyond 'Answer Engines' to true pedagogical guidance. Our AI doesn't just solve problems; it helps students through the conceptual struggle.
Dynamic LaTeX rendering and a visual math builder ensure that the language of physics is never a barrier to entry.
A high-performance space-themed interface designed to maximize engagement and minimize cognitive load during complex problem solving.
Our transparent 4-layer constraint architecture ensures academic integrity and pedagogical consistency at scale.
The Waypoints Network
High-precision, peer-validated physics modules built by instructors — shared across institutions. Drop them straight into your curriculum.
Instructor Shared
Every Waypoint is authored by a verified Scorpio teacher — not AI-generated.
Peer-Validated
Modules go through a structured review process before they enter the network.
Drop-in Ready
Browse, preview, and attach Waypoints to your assignments in seconds.
Why Scorpio?
"Physics isn't about memorizing formulas; it's about seeing the fundamental laws that govern the universe."
Most AI tools today are "Answer Engines"—they provide the result but skip the derivation. Scorpio is built on the philosophy that true learning happens in the struggle.
By enforcing Socratic dialogue, we guide students through hints, analogies, and conceptual checkpoints, ensuring they don't just get the answer, but gain the intuition.
Reduces homework anxiety and "stuck" time by providing 24/7 expert-level Socratic assistance that adapts to their specific level.
Advanced dashboards allow educators to see where students are struggling conceptually, transforming classrooms into data-driven learning labs.
The constraint is the curriculum.
We built Scorpio with one belief: a student who derives the answer will never forget it. Our constraint architecture doesn't restrict AI — it enforces the same rigor you apply in your classroom.
No shortcuts. Every AI response is Socratic by design — pushing students back to first principles, never handing them the next step.
Founder

Rushil Mahadevu
Founder & Builder
Building for the next generation of students.
I'm a student at Sage Ridge who builds things with AI and physics. Most of my work lately has been focused on building verifiable LLM systems and high-performance software platforms.
"I started Scorpio because I think the best way to learn is through the struggle of figuring things out yourself. I wanted to build something that gives everyone access to that kind of guidance."
Recent Development
Real-time telemetry from the Scorpio core repository.
Project Details
Maintained by Rushil Mahadevu