tokens&
For enterprises
tokens&

Find tools, check provider offers, save a build plan, and share your work when you’re ready.

For buildersFor enterprises

For builders

  • Startup credits and perks
  • Agent Skills
  • Publish a project

For enterprises

  • Start free company workspace
  • Submit a tool, product, or perk

Community

  • Community
  • Newsletter
  • Events
Xin

© 2026 tokensand, LLC. All rights reserved.

  • Terms
  • Privacy
  • Security
  • Data Processing
  • Status
  1. Hackathon
  2. Project gallery
  3. Spore
Coleman Isnerabout 2 hours agoContributorJudging locked: Event build

Spore

Spore helps video model operators find gaps in their evaluation data, grow synthetic data to cover those conditions, and build new evals and benchmarks for training improved models.

Review the project

Start with the source code, then open the demo or video if available.

View GitHub repository
Visit project website
Demo video
Watch demo video
Project description
Video AI fails quietly on conditions your cameras don’t see often. Spore finds those gaps, grows synthetic data to cover them, and turns that data into evals for training better models. Spore searched VAST’s video index for missing conditions: the highway cameras have 30 clips, mostly clear daylight, and none at night, in rain, in heavy fog or in snow. An LLM on W&B Inference, traced in Weave, ranks which gaps matter. Spore grows the missing weather onto real clips with a physics weather layer and NVIDIA Cosmos Transfer. The cars stay in place, so the labels carry over and testing runs automatically. On CoreWeave GPUs, it tests the models in the VSS pipeline: in light fog, YOLO finds only four in ten visible cars, while Cosmos Reason keeps counting them. The result is a new benchmark and training set for better models.
Tools used
  • VAST Data logoVAST Data
  • SpaceXAI (Cursor) logoSpaceXAI (Cursor)
  • CoreWeave (Weights & Biases) logoCoreWeave (Weights & Biases)
  • NVIDIA logoNVIDIA
Watch demo video
Project gallery
Project links
  • GitHub repository
  • Project website
  • Demo video
Tools used
  • VAST Data logoVAST Data
  • SpaceXAI (Cursor) logoSpaceXAI (Cursor)
  • CoreWeave (Weights & Biases) logoCoreWeave (Weights & Biases)
  • NVIDIA logoNVIDIA