AIONORA · PLAY THE LONG GAME

Full Audit

27 October 2026 · Verified outcomes · model learning

Outcome & Learning Evidence
01 · 26 October CORE Research · Reviewed 27 October

Five matches, five favourable outcomes

5/5Distinct research markets
0.0376Worksheet Brier Score
0.2092Worksheet Log Loss
MatchMarketFrozen p*VSRef. oddsFinalOutcome
Santa Clara–BenficaUnder 4.589.6%341.161–2WIN
Copenhagen–OdenseUnder 4.582.8%411.261–1WIN
Beşiktaş–BaşakşehirUnder 4.582.0%561.362–0WIN
Sevilla–OsasunaOver 1.576.0%341.432–0WIN
PSG–LyonUnder 4.576.0%341.422–0WIN

* Archived diagnostic research probabilities, not independently certified AIONORA win probabilities. Market prices are references, not verified Greek executable offers. Zero canonical official BET settlements claimed.

Research Doubler and illustrative return (not realised ROI)

Santa Clara Under 3.5 (1.42) × Sevilla–Osasuna Over 1.5 (1.43), combined reference 2.0306, hit 2/2. The Sevilla event repeats the Top 5 result, so these are not independent new fixtures. The archived stress-EV test was negative. Five 1-unit reference selections produce a hypothetical +1.63 units / +32.6%, not actual profit. No trustworthy CLV available.

02 · Errors & False Negatives

What the results can teach us

Alternative goal lines

Sevilla–Osasuna ended 2–0: selected Over 1.5 won, rejected Over 2.5 lost. Test adjacent totals prospectively rather than selecting the winner in hindsight.

Rejected favourites

Benfica, Beşiktaş and PSG won. Copenhagen did not. Outcome alone cannot determine whether the original NO-BET choice had negative value at the price then offered.

Forecast calibration

Five favourable outcomes do not establish a reliable probability model. Preserve each original forecast version, compare to simple baselines and test out of sample.

Doubler robustness

Both archived legs hit, but that does not invalidate a negative conservative EV decision. Track HOLD as well as selected combinations.

03 · Learning & Validation

Next measurable improvement

Freeze event identity, exact market/line, model version, prematch probability, reference/executable price, time, and alternative NO-BET passports before each event starts. Reconcile independent final scores and evaluate calibration after an adequate chronological sample (research target: 200 independent events).

No retrospective rewriting of forecasts, no unsupported change to champion model weights, no verified CLV or official ROI. The Full Audit worksheet has not been authenticated as canonical Blob history sync.