01Visual ReasoningImplementation
Astronomy Toolkit
Build an offline astrometry pipeline that blind-solves FITS images against Gaia DR3, registers overlapping observations, and writes sky mosaics.
34 tasks across five categories. The original V1 task set lives at /v1.
Build an offline astrometry pipeline that blind-solves FITS images against Gaia DR3, registers overlapping observations, and writes sky mosaics.
Reverse-engineer a parametric motion-design system: reproduce an animated fitness-recap video (frames and soundtrack) exactly, for any input.
Rebuild a deterministic flight-sim renderer from scratch (physics, cameras, lighting, and effects) until its frames match the reference pixel for pixel.
Watch three seconds of a snooker shot and predict where every ball will be up to four seconds later.
Clone a Game Boy Advance music tracker from black-box probes alone: pixel-exact screens and sample-exact PSG audio.
Race a simulated car around tracks it has never seen, from the forward camera image alone, no telemetry.