SAM publishes model probabilities only from a reviewed, checksum-verified artifact that passed its release gates.
Required
Approval
Required
Artifact
Chronological out-of-sample testing and calibration checks protect against look-ahead bias and misleading backtests.
Required
Validation
Gated
Calibration
Inspect available market evidence alongside forecasts. Missing evidence never creates an opportunity.
Check status
Odds refresh
As supplied
Pricing
Every decision is tied to timestamped quotes and features
Stale data and inactive workers block publication
SAM explains opportunities but never places a wager
An operational champion is not proof of superiority. Check Performance for the current status and validation limits.
An operational role does not establish validated superiority.
Evidence and limitations belong beside every scientific claim.
A forecast is not automatically a betting recommendation.