{
 "schema_version": 1,
 "generated": "2026-10-26",
 "repo": "Noisyxl/brier",
 "name": "brier",
 "owner": "Noisyxl",
 "slug": "noisyxl-brier",
 "github": "https://github.com/Noisyxl/brier",
 "what": "brier is a prediction ledger for language models that seals each probability with a hash chain before the answer exists, then grades the sealed forecasts with proper scoring rules.",
 "why": "116 stars, launched 50 days ago",
 "language": "HTML",
 "requirements": [
  "A terminal with Node.js and npx, since the README's commands run through npx",
  "An API key in a .env file, only if you want your own models on the board",
  "A wallet you control, only if you want to anchor the head hash on Robinhood Chain"
 ],
 "audience_note": "Built for people and agents who make probability forecasts and want an honest, tamper-evident record of how well those forecasts did.",
 "risk": "none",
 "section": "earlier",
 "weekly_rank": null,
 "category": "Research",
 "url": "https://dedupedai.com/use-cases/noisyxl-brier/",
 "use_case_count": 4,
 "use_cases": [
  {
   "id": "noisyxl-brier--see-calibration-gap-in-four-seconds",
   "title": "See a forecaster's calibration gap in four seconds",
   "best": true,
   "url": "https://dedupedai.com/use-cases/noisyxl-brier/see-calibration-gap-in-four-seconds/",
   "json": "https://dedupedai.com/use-cases/u/noisyxl-brier/see-calibration-gap-in-four-seconds.json"
  },
  {
   "id": "noisyxl-brier--score-own-model-against-sealed-questions",
   "title": "Put your own model on a sealed forecasting board",
   "best": false,
   "url": "https://dedupedai.com/use-cases/noisyxl-brier/score-own-model-against-sealed-questions/",
   "json": "https://dedupedai.com/use-cases/u/noisyxl-brier/score-own-model-against-sealed-questions.json"
  },
  {
   "id": "noisyxl-brier--check-ledger-for-edited-forecasts",
   "title": "Detect any edited forecast in a ledger file",
   "best": false,
   "url": "https://dedupedai.com/use-cases/noisyxl-brier/check-ledger-for-edited-forecasts/",
   "json": "https://dedupedai.com/use-cases/u/noisyxl-brier/check-ledger-for-edited-forecasts.json"
  },
  {
   "id": "noisyxl-brier--date-forecasts-on-robinhood-chain",
   "title": "Date a forecast ledger on Robinhood Chain",
   "best": false,
   "url": "https://dedupedai.com/use-cases/noisyxl-brier/date-forecasts-on-robinhood-chain/",
   "json": "https://dedupedai.com/use-cases/u/noisyxl-brier/date-forecasts-on-robinhood-chain.json"
  }
 ],
 "disclaimer": "Third-party repos we don't own or vouch for. AI-generated use cases can be wrong: review everything and run at your own risk."
}