TRUTHFUL-V2 / LAST UPDATED AUG 22, 2026

How we keep the math
from lying to us.

The old experiment made too many numbers look more certain than they were. We preserved it, flagged it as legacy, and started a new epoch. These are the rules now. If a requirement is unavailable, the answer is "Insufficient evidence." It is never quietly turned into zero.

THE WHOLE PIPELINE

Register, search, freeze, prove.

01 / REGISTERLock the roundDevelopment and holdout boundaries, instrument, costs and selection rules are frozen first.
02 / SEARCHDevelopment onlyHundreds or thousands of candidates can compete without touching the holdout.
03 / SELECTOne winnerExactly one artifact wins by the preregistered net log-return and drawdown criteria.
04 / HOLDOUTScore onceThe frozen artifact gets one evaluation on the locked holdout. No result feeds back into mutation.
05 / FORWARDStart at zeroNominee and benchmark run together on identical finalized bars and assumptions.
06 / PROMOTEDemand proofOnly mature forward evidence and a paired superiority test can create a rank.
INPUTS AND EXECUTIONA model cannot trade information it did not own.
FINALIZED BARS

Signals read immutable finalized bars only. Forming candles cannot reach inference.

REQUIRED
SIGNAL TIME

Features and signals are calculated after finalized bar close t.

CLOSE t
FILL TIME

The order executes at the next bar open, t+1. Reversals are an exit plus a new entry and pay both sides of costs.

OPEN t+1
PROVENANCE

Every score owns an epoch, methodology version, artifact hash, data snapshot hash, instrument and cost configuration.

HASHED
FINANCING

Missing BTC funding or SPY short borrow makes the short unavailable. Missing Treasury data makes excess-return metrics unavailable.

NO FALLBACK
CURRENT INSTRUMENTSWhat the model is actually trading
  • SPYThe SPY equity, with splits, dividends, fees and observed borrow costs for shorts.
  • BTCUSD_PERPThe exchange-discovered Kraken BTC/USD perpetual, including contract metadata and funding.
  • BTCUSD_LEGACYThe old spot identity. Preserved for audit, excluded from the new long and short experiment.
  • TREASURYThe official 13-week coupon-equivalent rate, used only after it was known.

ONE PERFORMANCE ENGINE

One curve.
Everywhere.

Backtests, forward ledgers, charts, APIs and portfolio views use the same performance engine. Equity starts at exactly 1.0. Returns compound. Drawdown includes the initial point. Gross P&L, fees, slippage, dividends, borrow, funding, Treasury cash return and net P&L stay separate.

+50%, THEN -40%-10%

1.0 × 1.5 × 0.6 = 0.9. Percentage returns are never added.

NON-POSITIVE SLEEVE EQUITY-100%

The sleeve is ruined, closed and invalidated. Loss cannot run below the capital.

METRICS WITHOUT SENTINELS

Undefined means
null.

No NaN. No infinity. No fake 999 profit factor. No zero standing in for "we do not know yet." Every non-finite result fails validation before persistence.

SHARPE / SORTINO

Matched to time.

Sharpe uses matched-period Treasury excess returns, sample standard deviation and the correct market calendar. Sortino measures downside deviation over every observation.

TRADE METRICS

Samples come first.

Profit factor is null with no losses. Kelly is null below 30 closed trades, stays informational, and never affects ranking or promotion.

ACTIVITY

Abstention is visible.

Directional accuracy includes its numerator, denominator, total bars, active bars and abstention rate. Annualized return is null below one year.

HISTORICAL QUALIFICATION

Useful research.
Never a promotion by itself.

INTERVALMINIMUM HISTORYEVALUATED PERIODSCLOSED TRADESACTIVE EXPOSURE
Intraday20 completed sessions50020At least 10%
Daily126 evaluated periods12620At least 10%
Weekly52 evaluated periods5210At least 10%

The search reads development data only. Anchored walk-forward folds train on earlier observations and execute on the untouched following fold without resetting an open test-period position.

FORWARD MATURITYAll requirements must mature before a promotion test.
INTRADAY

20 SPY sessions or 30 BTC calendar days, 500 paired periods, 20 closed trades and at least 10% active exposure.

ALL FOUR
DAILY

180 calendar days, 120 paired periods, 20 closed trades and at least 10% active exposure.

ALL FOUR
WEEKLY

52 weeks, 52 paired periods, 10 closed trades and at least 10% active exposure.

ALL FOUR
NO INCUMBENT

The nominee is paired against a Treasury-funded flat sleeve.

TREASURY
PROMOTION PROOFA result has to beat chance and risk limits
  • 10,000Deterministic moving-block bootstrap samples on paired net log returns.
  • BlockLength is max(2, ceil(n^(1/3))).
  • AlphaThe kth test spends 0.05 / (k(k+1)).
  • LCB > 0The one-sided lower confidence bound of nominee minus incumbent mean return must exceed zero.
  • DD > -5%The nominee forward sleeve must remain above the drawdown ceiling.

HOW A MODEL LOSES ITS PLACE

No vibes.
No second chances.

A champion is immediately dethroned at a 5% forward sleeve drawdown, invalid input, artifact mismatch, or unavailable financing. Otherwise, replacement requires a mature nominee to pass the paired superiority test. A rejected frozen artifact cannot be retested.

SEE THE CURRENT EVIDENCE STATUS
FORWARD MATURE NOW0

Nothing ranks until the evidence earns it.

FROZEN ROUND WINNERS8

Visible for inspection, clearly labeled immature.

LEGACY RECORDSPreserved, flagged, excluded
  • Raw dataOriginal rows and hashes are retained for audit.
  • Rebuilt historyRecoverable calculations are labeled legacy_simulated.
  • Old pagesLegacy model pages carry a visible red warning.
  • No rankingLegacy evidence cannot seed promotion, trust, portfolio results or truthful rankings.
HYPOTHETICAL OPTIONSScenario only
  • Visible inputsIV, spread, commission, strike and allocation assumptions stay on screen.
  • Short signalA short signal means buying a put in the scenario, not writing one.
  • Zero influenceOptions outputs never enter evidence, trust, ranking, portfolio return or promotion.

DO NOT TAKE OUR WORD FOR IT

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Check the models.

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