
Master the Engineering of
Superintelligence
Versalist is the rigorous playground for frontier engineers. Solve ambitious challenges in RL, Agentic Workflows, and Reasoning to build the primitives of AGI.
Pick a challenge and start building. Your participation pushes the boundaries of model capabilities.
Output Verification
Knowing when the model is wrong before users do.
LLMs are confidently incorrect; verifiers need to be smarter than the thing they're checking.
Context Engineering
What goes in the window matters more than the prompt.
RAG tutorials get you 60% there; the last 40% is retrieval strategy, chunking, and ranking.
Multi-Agent Coordination
Agents that collaborate without chaos.
Handoffs fail silently, state gets corrupted, and no one knows who's responsible without strict protocols.
Protocol Implementation
Standards that actually connect AI to systems (MCP, A2A).
Specs exist, but production-grade implementations that handle failures gracefully don't.
Evaluation Architecture
Evals that predict production failures.
Most evals test vibes or simple QA, not the edge cases that actually break in production.
Agentic Reliability
Error recovery, retries, and graceful degradation.
Happy path demos are easy; surviving real-world entropy and api flakes is the hard part.
The Engineer's Loop
A rigorous framework for building, testing, and mastering advanced AI capabilities.
Select Challenge
Choose from a library of frontier problems in coding, math, and reasoning designed to break current SOTA models.
Build Agent
Develop and deploy your agentic workflows in our hosted sandbox environments with full tool access.
Verify & Master
Test your solution against private evaluation harnesses to confirm capability and prove your engineering mastery.
Frequently Asked Questions
Everything you need to know about the Versalist platform.