The implementation

RBFL explained

RBFL is the reproducible law-based implementation: a fixed-law layer and phase detector applied to real astronomical datasets.

What RBFL does

A testable fixed-law workflow.

RBFL attempts to identify phase-region behaviour in astronomical datasets and compare predicted structure-linked dynamics with observed results.

The goal is not merely to match curves. The goal is to test whether a consistent law structure can reproduce patterns across systems.

The no-knob rule

The law layer is locked and is not refit per galaxy. The phase detector measures behaviour; it does not move the goalposts after seeing each galaxy.

v_f^4 = G M_b a_Theta

Phi(r) = V_obs^2 / V_bar^2

B_y = y_outer - y_inner

Workflow

How RBFL reads a galaxy.

Input dataUse observed rotation-curve and baryonic component data.

Build baryonic proxyConstruct the baryonic velocity contribution from gas, disk, and bulge components.

Measure phase driftCompute radial phase statistics such as log amplification drift.

Compare outputsInspect whether phase drift correlates with structural inputs.

SPARC

Galaxy rotation diagnostics

RBFL-facing tests use SPARC rotation curves to measure phase-drift behaviour and baryonic structural correlation.

Gaia

Wide-binary tests

RBFT v45 extends the phase-region test idea into Gaia wide-binary side-view analysis.

Falsification

Open gates

Full Bullet convergence-map fitting, observed arc inversion, and cosmological tests remain important future tests.

Important boundary: RBFL is presented as a developing reproducible framework, not a final proof that dark matter is replaced or that cosmology is solved.