AIONORA · PLAY THE LONG GAME

Full Audit

Sunday, 25 October 2026 · Research, self-optimization and disciplined market selection.

Research Period · Yesterday's Learning first
01 · Yesterday’s Learning

24 October research settlement

4 / 524 October research outcomes
4 favourable, 1 missed. Research combination: loss.
0.1667Illustrative Brier score
Not prospective model certification.
0.5119Illustrative Log Loss
No verified actual ROI or CLV.

Research-only retrospective. Official certified selections remain at zero; no verified book execution or CLV.

02 · Model learning

Cases and concrete tests

Chelsea – Tottenham

Own goal, dismissal and late second Tottenham goal: measure card/set-piece tail sensitivity prospectively.

Leipzig – Elversberg

Eight lineup changes; four goals after half-time. Test rotation and rest effects.

Villa – Manchester City

Even a winning total can mask poor team-strength attribution. Evaluate 1X2 and totals separately.

These are tracked hypotheses and procedural safeguards, not proved causal effects. Model coefficients changed: zero.

03 · 312-match retrospective replay

Against historical prior probabilities

MarketPoisson BrierBaseline Brier
1X20.64190.6702
BTTS0.25020.2455
Over 2.50.25850.2479

Lower is better. BTTS and totals are worse for this model; no live certification has been established.

04 · CORE Doubler and false negatives

Probability before return

Today's most promising quoted two-leg research scenario had reference odds 2.559, conservative joint p 32.9%, robust EV −15.7%; therefore no release. Historical market rejections remain in an immutable learning ledger.

05 · Pipeline and integrity

What the data can and cannot show

Current import: 1,372 rows, 772 reported final scores, 600 open cases. Forward research: 38 rows and 9 reference-price joins; zero verified Greece-executable quotes. Preferred historical archive: 5,161 results across 15 files (overlaps separate datasets).

Official Track Record: zero certified selections. Private website CORE writer/readback not confirmed; earlier dated issues preserved.

Return to Daily CORE
06 · Afternoon model challenge · 13:31 EEST

Disagreement is evidence, not an inconvenience

The morning independent goal-rate baseline was challenged with publicly projected xG rates. Both model variants are uncalibrated; observed disagreements prevent us from preserving an overconfident conservative probability without a new approved assessment.

MatchMarketMorning rawNew xG rawAction
Liverpool–BrightonOver 1.583.1%81.4%Research watch
United–BournemouthOver 1.580.1%81.4%Research watch
Palace–NewcastleOver 2.568.8%57.9%DOWNGRADE

The three morning six-part Validation Scores are 66/100, 65/100, 62/100 respectively; no new score was certified after the challenger. The pre-match CORE Doubler release remains unqualified. The research snapshot and prior editorial audit are separate immutable versions; the official betting Track Record remains unchanged.

Latest Daily CORE · Afternoon snapshot JSON