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Statistical football analysis and paper-betting research only. No bet placement, no real-money execution, no profit guarantee. 18+.

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PUBLIC LEARNING LOG

Live lab

Every tip is saved before the match. Afterwards you see whether it won or lost. Nothing is deleted or changed later.

PUBLIC LEARNING LOG

See what the system is learning.

Every tip is saved before the match. Afterwards you see whether it won or lost. Nothing is deleted or changed later.

System online
PUBLIC AUDIT MODE
Settled tips281
Open tips5
Hit ratio64.77%
Supported rate59.02%statistical lower bound
Markets covered8with settled tests
Model forecasts20764

Current learning cycle

01

Collect data

02

Validate quality

03

Create predictions

04

Lock paper tip

05

Settle result

06

Learn under control

Latest system activity

settlement

activity.paperBetsSettled

05:05 PM
settlement

activity.paperBetsSettled

05:00 PM
historical_backfill

activity.historicalBrainBackfill

04:37 PM
settlement

activity.paperBetsSettled

04:35 PM
historical_backfill

activity.historicalBrainBackfill

04:35 PM

How the system connects

Every final score feeds back into the football brain. A new model takes over only after a control test confirms the improvement.

01Data sources
02Quality check
03Football brain
04Models
05Paper tests
06Results

LIVE KNOWLEDGE GRAPH

The knowledge behind every forecast.

Every point is a real part of the system. Drag nodes, zoom in and see how matches, player form, confirmed lineups, markets and results work together.

Drag · zoom · select a node
Football brainFootball brain
Stored observations141,816
Football brainDataKnowledgeCompetitionsMarketsModelsPaper testsResults

MORE THAN A HIT RATE

Open the system. Inspect the real scale.

Switch between public testing, the football brain and market readiness. Every number comes from the running system, not a made-up demo.

281settled tests
5open tests
20,764model forecasts
8verified matches today
64.8%public hit rate
30days in the public log

Paper tests are public predictions without real money. Only settled tests change the hit rate.

LIVE PLAYER INTELLIGENCE

Not only teams. The model understands who actually plays.

Minutes, starts, shots on target, goals and opponent strength are condensed per player on a strict timeline. Confirmed lineups then sharpen winner, handicap and goals forecasts too.

61,205player statistics
1,961matches with player data
1,085captured lineups
118,470time-safe examples

01 · PLAYER FORM

Performance becomes comparable per 90 minutes.

The system weights minutes, starts, goals and shots only from matches already completed at that point.

Only information timestamped before kickoff may change a forecast.
01Player data
02Lineup
03Model context
04Paper test
05Outcome
Player shots on target57,483750 minimum for backtest
Goalscorers60,987750 minimum for backtest

These numbers show collected data points, not model maturity. Player paper tests also require a confirmed lineup and at least five prior appearances. A separate backtest and real outcomes decide whether a market is released.

Football brain

The historical memory grows independently from tips. Every learning feature uses only information available before that match kicked off.

Historical matches7158
Known players15645
Safe training examples141816
Active history targets94 / 94
Cards7598 training examplesCorners7874 training examplesGoalscorer60987 training examplesPlayer shots on target57483 training examplesTeam shots on target7874 training examples

Market readiness

New markets enter backtesting only after enough real observations. The system will not create tips from incomplete data.

01WinnerPaper test

7158 collected · 7158 / 250 training-ready

02Asian handicapPaper test

7158 collected · 7158 / 250 training-ready

03GoalsPaper test

7158 collected · 7158 / 250 training-ready

04CornersPaper test

7874 collected · 5049 / 400 training-ready

05CardsPaper test

7596 collected · 4876 / 400 training-ready

06Half winnerPaper test

7904 collected · 7904 / 300 training-ready

07GoalscorerPaper test

61049 collected · 29457 / 750 training-ready

08Player shots on targetPaper test

57533 collected · 27961 / 750 training-ready

Daily progress

Every day remains visible, including drops in the hit ratio. Open tests are completed on the same daily record later.

Hit rate over time

Tests and outcomes per day

Upcoming forecasts

No sufficiently robust forecast yet. The learning cycle continues to collect data.

PUBLIC BEFORE KICKOFF

The Paper Book

This is what the system actually tested. Every tip is locked before kickoff; wins and misses remain visible afterwards.

Published today5
01Sep 10 · 04:45 PMlocked
Exact tests are protected

The system is testing today. See the fixture, selection and model value in the customer area after sign-in.

Market: Asian handicapData quality: high
View access
02Sep 10 · 04:45 PMlocked
Exact tests are protected

The system is testing today. See the fixture, selection and model value in the customer area after sign-in.

Market: shots on targetData quality: high
View access
03Sep 10 · 06:45 PMlocked
Exact tests are protected

The system is testing today. See the fixture, selection and model value in the customer area after sign-in.

Market: goalsData quality: medium
View access
04Sep 10 · 07:00 PMlocked

RELEASE CHECK

Access opens only when it is truly ready.

The whole system must hold 65% over time. It also needs at least 300 settled paper tests, 8 weeks and every other quality check.

Not ready yet: hit rate 64.8% over 281 of at least 300 settled bets (target 65%), week 9 of 8. Odds and ROI are optional for this learning gate.

Also outstanding: Statistically secured hit ratio, Reliable probabilities, Data quality passed.

Not released· Gate progress 98%

Settled paper tips

300 tips

Public test duration

56 days

Hit ratio

65%

Statistically secured hit ratio

65.00

Reliable probabilities

0.20

Priority specialist market share

≥ 70%

Specialist markets covered

≥ 5 markets

Positive fixed-unit ROI

Not required right now

Tips backed by real odds

Not required right now

Positive closing-line quality

Not required right now

Out-of-sample validated

Required

Data quality passed

Required
07
AI review
Results and AI review update knowledge, features and model candidates
Sep 10
5 paper tests

0 won · 0 lost · 5 open

Overall hit rate64.77%
0%
Sep 09
6 paper tests

2 won · 1 lost · 0 open

Overall hit rate64.77%
+0.02%
Sep 08
6 paper tests

5 won · 1 lost · 0 open

Overall hit rate64.75%
+0.41%
Sep 07
6 paper tests

4 won · 0 lost · 0 open

Overall hit rate64.34%
+0.53%
Sep 06
8 paper tests

5 won · 3 lost · 0 open

Overall hit rate63.81%
-0.04%
Sep 05
9 paper tests

6 won · 3 lost · 0 open

Overall hit rate63.85%
+0.1%
Sep 04
6 paper tests

4 won · 2 lost · 0 open

Overall hit rate63.75%
+0.07%
Sep 03
0 paper tests

0 won · 0 lost · 0 open

Overall hit rate63.67%
0%
Sep 02
6 paper tests

4 won · 2 lost · 0 open

Overall hit rate63.67%
+0.08%
Sep 01
6 paper tests

5 won · 1 lost · 0 open

Overall hit rate63.6%
+0.51%
Aug 31
6 paper tests

2 won · 4 lost · 0 open

Overall hit rate63.09%
-0.79%
Aug 30
6 paper tests

4 won · 1 lost · 0 open

Overall hit rate63.88%
+0.36%
Aug 29
7 paper tests

7 won · 0 lost · 0 open

Overall hit rate63.51%
+1.19%
Aug 28
6 paper tests

3 won · 2 lost · 0 open

Overall hit rate62.33%
-0.06%
Exact tests are protected

The system is testing today. See the fixture, selection and model value in the customer area after sign-in.

Market: cardsData quality: high
View access
05Sep 10 · 07:00 PMlocked
Exact tests are protected

The system is testing today. See the fixture, selection and model value in the customer area after sign-in.

Market: shots on targetData quality: high
View access
Full public record

Maximum drawdown

≤ 20 units

Overdue results

0