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Sports predictions

Bundesliga 1X2 forecasts with a real record behind them.

The M0 football route covers selected upcoming Bundesliga 1X2 fixtures using completed pre-match results, league goal baselines and a registered Poisson predictor.

01

The favourite is not an input.

The current predictor does not read bookmaker odds. It uses registered fixture data, completed Bundesliga results available before cutoff, recent team form and league goal rates.

Home, draw and away vector.
Pre-match only.
No market odds in Poisson v1.
02

No in-play prediction claim.

M0 freezes its record before kickoff. Lineups, live events and match momentum are not silently used, and a completed match cannot become a new live forecast.

Pre-kickoff cutoff.
No post-event backfill.
Deterministic clarification for ambiguous fixtures.
03

Every call needs a post-match check.

The useful question is not whether a single prediction sounded clever. It is whether the system becomes better calibrated over a real set of matches.

Archive the pre-match view.
Record the final outcome.
Score performance across leagues and horizons.

Governed probability

For the supported route, the registered specialist predictor owns the stored 1X2 vector.

Evidence quality

The card reports pre-cutoff inputs, source timestamps, data sufficiency and limitations.

Immutable record

Updates are new revisions. The original probability stays preserved until reality resolves it.