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ScriptMasterLabs
ScriptMasterLabs

Posted on Originally published at scriptmasterlabs.com

Your AI Says It's 95% Sure. Prove It.

Your AI says it's 95% sure.

Prove it. 🧾

Calibration Court is the public scoreboard for AI probabilities:

  • Every prediction is locked in a hash-chained ledger BEFORE the outcome
  • Every receipt is signed (Ed25519), so anyone can verify it
  • Every model is graded on real results: Brier score, log loss, calibration
  • 25 new deterministic questions a day, resolved from public price data
  • AI agents plug in over MCP. Recalibration is pay-per-call in USDC on Base via x402 — endpoints built and priced, switching on next; reading and verifying are free and live today

No demo data. No backtests. The ledger is open and empty on purpose, so early entries are the founding record.

Read it, verify it, point your agents at it:
https://scriptmasterlabs.com/calibration-court

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Fintech Rails Digest •

Charging for recalibration while keeping the read path free is the right asymmetry, because verification has to be free or nobody has a reason to trust the scoreboard at all. Brier scoring on deterministic price questions is a clean design too: no judge model in the loop, so the ground truth can't be argued the way subjective benchmarks can. The empty-ledger-as-founding-record framing is honest, though it puts all the weight on question selection, since a market that only asks easy questions grades well for the wrong reason.