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PROJECT 2049 / RESEARCH PROGRAM

Inside HNX-1:
how HappensNext records what happens next.

Most AI systems are designed to tell you what is known. HNX-1 is being built to estimate what happens next — narrowly, with a record that reality can later check.

Large Prediction ModelHappensNext Prediction Engine·Research program
01 / What it is

The output is not the paragraph.

For a supported forecast, the number belongs to the registered predictor. The explanation only makes the stored probability inspectable; it cannot replace it.

BUNDESLIGA 1X2 / SUPPORTED ROUTE
P(HOME) · P(DRAW) · P(AWAY)
Evidence quality: structured · Calibration: uncalibrated experimental · Status: open to resolution
02 / The engine
01

Question

A future-facing question with a defined horizon.

02

Canonical event

A registered event with an objective resolution rule.

03

Point-in-time inputs

Only observations available before the prediction cutoff.

04

Specialist predictor

For the first route: a registered Bundesliga Poisson model, not chat prose.

05

Immutable record

The numeric vector, feature snapshot and source lineage are stored before explanation.

06

Resolution

The source-confirmed final outcome later scores the record. Football calibration is still experimental.

03 / What can enter the forecast

Registered event

One identifiable fixture and an objective resolution rule.

Historical data

Completed pre-cutoff results and league baselines.

Calibration

A status earned by clean evaluation, not a marketing adjective.

Evidence trail

Provenance, availability and immutable feature snapshots.

The public system documents only the inputs it actually uses. Project 2049 is a living technical record, not a promise that every listed layer is already live.

04 / The judgment

Predictions are worthless if nobody checks whether they were right.

Every grounded forecast is timestamped, frozen, resolved, and scored. When the outcome is known, the call becomes a record rather than a promise.

Timestamped
Resolved
Scored
05 / Calibration

How sure is a probability?

The prior ECB calibration lineage is invalidated. The first football route is explicitly uncalibrated experimental until a clean, prospective evaluation earns a different status.

Probability, not theatre.
06 / The record

A forecast is a record, not a vibe.

HNX-1 stores the complete probability vector, model versions and evidence snapshot. If a forecast is revised, it becomes a new immutable revision; the original remains visible.

Immutable as-of
Source lineage
Revision history
07 / Research boundary

Different is measurable.

Market Intelligence and the Intelligence Mesh may collect or evaluate signals in research and shadow modes. They do not influence consumer football probabilities.

productionInfluence: false
08 / Active now

The first grounded adapter is Bundesliga 1X2.

Selected upcoming Bundesliga fixtures can use pre-cutoff completed results, league baselines and a Poisson predictor. Market odds do not enter the predictor. The rollout is controlled and experimental.

Controlled rollout · auditable · versioned
09 / Next

More domains require more evidence.

New domains need their own point-in-time data, specialist predictor, canonical resolution, scoring and evaluation gates. They are not activated by a model rename.

Roadmap · not claimed as live
10 / The family

One engine. Different response depths — not different truth.

HNX-1 Fast
A latency and explanation-depth setting.
Not a predictive-model claim
HNX-1 Deep
A future research mode, not a separate predictor.
Not a predictive-model claim
HNX-1 Sim
Unavailable until a validated WorldSim runtime exists.
Not a predictive-model claim

And the pig?

Oracle Pig does not make the forecasts. HNX-1 does. He just takes all the credit when the record resolves well.

Oracle Pig called it.