Best Overall
Lech Poznań – Sunderland
Over 1.5 goals
High modeled goal probability, but results remain sensitive to opponent quality and calibration. Research only.
01 / Yesterday · Full Top 1021 October · Full retrospective audit
Eight hits. Negative return.
8/10Reviewed selections
−2.3%Illustrative 1-unit ROI
5/5Goal markets correct
Meta-analysis: 10 outcomes reviewed: 5/5 goal totals, 1/1 double chance and 2/4 straight wins. Two failed favorites erased the gain: 8/10 hits, but only 9.77 units returned from 10 hypothetical stakes.
Yesterday's Top 10 — every selection10 reviewed · 8 wins · 2 losses
| # | Fixture & market | Final | Ref.* | Result | 1u P/L* |
|---|---|---|---|---|---|
| 01 | Club Brugge – LensOver 1.5 goals | 3–0 | 1.16 | WIN | +0.16 |
| 02 | Real Betis – FeyenoordDouble chance 1X | 1–0 | 1.21 | WIN | +0.21 |
| 03 | Bayern – ArsenalOver 1.5 goals | 2–2 | 1.21 | WIN | +0.21 |
| 04 | Sporting CP – LASKSporting win | 2–3 | 1.22 | LOSS | −1.00 |
| 05 | Inter – ShakhtarInter win | 1–0 | 1.23 | WIN | +0.23 |
| 06 | Como – Man UnitedOver 1.5 goals | 4–1 | 1.22 | WIN | +0.22 |
| 07 | Real Madrid – LeipzigOver 2.5 goals | 4–1 | 1.24 | WIN | +0.24 |
| 08 | Bosna – BahçeşehirBahçeşehir win | 86–77 | 1.20 | LOSS | −1.00 |
| 09 | Lille – GalatasarayOver 1.5 goals | 2–4 | 1.24 | WIN | +0.24 |
| 10 | Aston Villa – VikingVilla win | 3–1 | 1.26 | WIN | +0.26 |
What the model must learn
01 · Favorites & upsets
Sporting and Bahçeşehir lost. Recheck opposition strength, rotations and safer markets.
02 · Goal lines vs. moneyline
Totals 5/5 vs straight wins 2/4. One day is not proof of a better market.
03 · Probability calibration
Brier 0.1589 / Log Loss 0.496 are proxies, not verified pre-match calibration.
04 · Expected value first
80% hit rate, negative return. Check conservative EV; do not refit from ten picks.
*The reference prices/proxy probabilities were transcribed into AIONORA's local research workbook, not independently authenticated as pre-event executable prices. P/L and ROI are hypothetical, not realized returns or certified historical performance. Outcomes: UEFA (football) and BasketNews (EuroCup).
02 / CORE Selection BoardResearch Edition · Published
Today's strongest research.
Balanced CORE
Union SG – Hapoel Beer-Sheva
Under 3.5 goals
Balanced-price candidate, with uncertainty around the neutral venue and a negative stress scenario.
*The prices are non-live, unverified research references, not executable offers. The independent Poisson estimates are uncalibrated. Public low Validation Scores are hidden, never inflated; these are not certified betting selections.
03 / CORE Top 5Model ranking · 22 October
The shortlist.
Lech Poznań – Sunderland
Over 1.5 goals
Raw p 88.0% · strong goal trend
88.0%Research
Union SG – Hapoel Beer-Sheva
Under 4.5 goals
Raw p 83.8% · venue uncertainty
83.8%Research
Dinamo Zagreb – NEC
Double chance 1X
Raw p 82.8% · no proven market edge
82.8%Research
Jablonec – Brighton
Under 4.5 goals
Raw p 82.0% · quality mismatch
82.0%Research
OFI – Leverkusen
Under 4.5 goals
Raw p 77.3% · tail-risk exposure
77.3%Research
Top 5 uses raw independent probabilities ≥70%, prioritizing >80%. This research is uncalibrated; no verified executable live prices or conservative positive-value certifications. The percentages are research forecasts, not reference odds. Lower editorial Validation Scores are retained internally and omitted publicly.
04 / CombinationsLeg-count optimizer · 2–5 legs
The highest-probability Doubler.
CORE Doubler · Research Only
Lech over 2.5 + Juventus under 4.5
Lech–Sunderland: Over 2.5 goals · praw 70.7% · historical ref.* 1.80
Juventus–Rennes: Under 4.5 goals · praw 85.2% · historical ref.* 1.20
2.16Ref. quote*
60.2%Independent joint p
45.6%Stress p (−10pp/leg)
The model's top-scoring combination under the stated price threshold; ranking checked across candidate combinations of 2–5 legs with one market per match. Not a certified wager.
Doubler Quality Firewall
Calculated, not certified.
The combination passes raw p ≥60% and indicative price ≥2.00, but Juventus has only a two-game European data sample. The stressed probability 45.6% is below the price break-even 46.3%.
Runner-ups: Lech over 2.5 + Union SG under 4.5 · p 59.3% · ref. 2.20; Lech over 2.5 + Ferencváros under 4.5 · p 59.2% · ref. 2.16.
Bet Builder: Not issued; no validated joint probability, correlation adjustment or executable builder price.
*Reference prices are historic/indicative and not live executable odds. Joint probabilities assume independence across separate matches; a stress haircut is only a sensitivity test. No robust positive EV or model calibration is established. Do not interpret the Doubler as a sure outcome.
05 / Universe ScanPartial verified fixture coverage
Three sports. One standard.
Football
36 Europa / Conference fixtures
Basketball
6 EuroLeague fixtures
Tennis
13 ATP & WTA listings
55 researched fixtures from selected competitions. This is a coverage sample, not a claim of complete worldwide scanning. Asian Handicap is excluded.
06 / AIONORA Says No
Discipline is value.
01
Lech–Sunderland over 2.5 alone — Published comparison estimates differ sharply; high uncertainty despite its use in the modeled Doubler.
02
Dinamo straight win — The 1X hedge is stronger, but no positive robust edge has been proven.
03
Beşiktaş over 1.5 — Prior reference price fell below the 1.15 individual market threshold.
04
Ferencváros double chance — Prior reference price was too low to satisfy CORE eligibility.
05
Panathinaikos–Baskonia moneyline — Player/minute and possession-adjusted calibrated basketball model is missing.
07 / Learning CurveProgress measured against evidence
Learning, not guessing.
Historical772Recorded FT results*
Research38Modelled candidates
Verified0Prospective outcomes
DataCollected
Loss review8/10 retrospectively
SettlementPending
Better modelNot proven
IMPROVEMENT: NOT YET MEASURABLE · Yesterday: 8/10 matches; illustrative ROI −2.3%. No verified forward sample yet, so no proven learning-curve slope.
Historical data: 5,161 preferred multi-league results (overlaps with 772 latest EPL/Bundesliga results). Official Track Record: 0 certified picks. Source-reported records, not official betting performance. Data timestamp: 22 Oct 2026, 06:51 UTC. Evidence
08 / Self-OptimizationWhat changed · What is pending
Review. Test. Improve only with proof.
Data hygieneACTIVE
1,372 source rows checked; 47 historical 0–0 arrays accounted for.
Loss diagnosisREVIEWED
Two favorite losses flagged; compare totals, moneyline and protected markets.
Doubler stress testRESEARCH
60.2% raw joint estimate drops to 45.6% under a −10-point/leg stress test.
Calibration & model weightsON HOLD
0 verified prospective samples; no evidence-based model upgrade.
View technical optimization and checks
- Data audit: provenance, duplicates and future-score rejection before model input.
- Historical reconciliation: event-ID matching and immutable forecast-to-result readback; current status: PENDING_EVENT_IDS.
- Failure classes: prediction, selection, team news, volatility and calibration; retrospective findings are hypotheses, not parameter updates.
- Market testing: compare 1X2/DC/DNB/totals and correlation-aware combinations. Reference odds are not verified executable offers.
- Champion–challenger: Poisson vs Dixon-Coles evaluated only with sufficient independent out-of-sample results.
- Certified release: no market qualifies without robust positive value, calibration, lineup evidence and eligible risk. Certified selections: 0. Archive sync: not verified. PARTIAL.
Daily loop: collect → reconcile → classify errors → test alternatives → validate out of sample → change model only with evidence. No autonomous improvement has been verified.
Method, validation breakdown & source notes
Evidence vs model estimates: Independent raw football probabilities use a small Poisson-based sample, with uneven opponent strength and lineup uncertainty. AIONORA's public Research Edition is distinct from certified betting releases.
Research thresholds: CORE ≥60% raw p; Top 5 ≥70%, preference over 80%; editorial score strictly >60 to label a particular market qualified. Scores below the threshold are never raised and are intentionally omitted from public cards. Certified BET needs an independently calibrated model, quality gates, actual current executable quote ≥1.15, positive conservative EV, and GREEN/YELLOW risk.
Doubler search: maximize ∏pi subject to ∏oi ≥2.00, distinct events and 2–5 legs from the available modeled research slate including the Lech over-2.5 alternative. This optimizer assumes independence between unrelated matches; estimated p= 60.23%, reference quote 2.16, hypothetical −10pp/leg stressed p 45.64%. Historic odds not actionable. The high-probability Juventus selection has only two European matches supporting its rudimentary model.
Yesterday's audit: Worksheet selection identities and historical reference quotes are NOT verified immutable server-side pre-kickoff freezes. 8/10 results matched; hypothetical ROI −2.3%, illustrative Brier 0.1589 and Log Loss 0.4960 from proxy estimates only. Do not add these items to official certified track record or adjust calibration after only ten events.
AIONORA publishes a daily Research Edition while retaining strict separation from certified betting selections. History and forecast claims must remain independently verifiable.