E2 · SIMULATION · Assumptions: ART stencil model, P47 gate, finite seed corpus. Falsifier: P47 must not outperform random rank-47 projector controls under leave-one-out evaluation.
THE MATHEMATICAL CITY · DENSITY

Sensitivity Tomography

Inverse reconstruction from incomplete behavioral observations. Raw ART and rank-47 P47 are tested against withheld evidence.

125 → 47 · CITY-QUERY/1.0

Observation field

Each row uses three integer coordinates 0…4 plus an outcome: full, epistemic, abstracted, or restricted. Coordinate semantics belong to the task packet, not the reconstruction engine.

Loading seed…

Seed split test

—observations
—raw holdout RMSE
—P47 holdout RMSE
—P47 useful on this split?

Highest reconstructed cells

dioscore

Robust rank-47 control · canonical status OPEN

The original two-point seed split is preserved above, but it is not sufficient to establish a P47-specific benefit. Exhaustive leave-one-out across all 11 observations gives raw ART RMSE 0.431893 and P47 RMSE 0.499371. Across 47 deterministic random rank-47 projector controls, RMSE ranges 0.346370–0.455075; P47 beats 0 / 47. In 100 repeated 20% holdouts, mean RMSE is raw 0.360392 vs P47 0.454997.

Result: the stronger control does not support a P47-specific reconstruction benefit on this finite seed. This falsifies promotion of the original two-point PASS into a general gate. machine certificate

Publish an input task to the City bus

This publishes a reversible browser-level query packet over the existing CITY_PULSE fabric. It does not promote evidence or override any citizen.

No packet published yet.

Boundary

This instrument reconstructs observed response behavior. It does not by itself establish an intrinsic hidden label, external classification status, or a physical claim about the underlying research. The old SCF sensitivity plate is evaluation-only for the seed experiment and is not used as training evidence.

Compute: Supabase density-reconstruct · Source: GitHub validation corpus