Methodology

Round protocol, official track, stability track, and audit model.

Scoring

Alpha versus S&P 500, regret, cash comparison, and cumulative aggregation.

Fairness

Comparable input controls, run isolation, and no retroactive official backfills.

Limitations

Noise, sample size, hosted model changes, and non-advice boundaries.

Universe

The frozen public option universe for the current round.

Round 1

Official picks, entry prices, status, and audit hashes.

Repository

CLI source, schema, local artifacts, and implementation history for the public benchmark.