Complex engineering solutions are rarely the result of a single breakthrough. They are assembled from discoveries: a mechanism uncovered in one experiment, a design principle validated in another, or an interaction that later becomes useful in a completely different direction. PRAXIST preserves these discoveries as evidence-backed building blocks that carry across generations of research, where they can be validated, refined, reused, and combined into more capable designs. With every generation, the set of tested building blocks grows, giving the next round of research a stronger foundation to build on. Useful discoveries can be carried forward, refined, and recombined across future experiments, so each generation begins with more knowledge than the last. Every experiment expands what can be built next. Read the full paper:

Introducing PRAXIST Beta, your autonomous research team🚀 Define the objective, constraints, and what success looks like. PRAXIST discovers the path. From there, PRAXIST takes on the experimental research loop. Multiple Research Peers explore competing approaches in parallel, share useful findings, and build on accumulated evidence across experiments and generations. In partner-provided environments, PRAXIST reached a 100% safe-landing rate in a rocket simulation and reduced accumulated error in an industrial SLAM system from 9.37 centimeters to 5.01 centimeters. From robotics control to quantitative finance, PRAXIST has delivered measurable advances across fundamentally different problems by combining a shared core research architecture with domain-specific tools, knowledge, constraints, and evaluators. More approaches explored. Faster iteration. Greater R&D capacity without proportionally increasing specialist headcount.