Structure
What relationships are preserved for the declared task?
02 / Data infrastructure
Change the substrate.Define what’s possible.
Structured records become computational elements for a declared scope of operations. The public demonstration explains the relationship, not the private transformation.
Start with structured records.
01
Structured records
Rows · fields · structure
02
Private transformation
Internal method stays private
03
Computational elements
Compare or group within scope
Rows and fields supply the structure. The records here are schematic, not a real dataset.
INPUTStructured records
PUBLIC VIEWRelationship, not recipe
OUTPUTTask-scoped computation
Evidence has more than one axis.
Reconstruction
What can an adversary recover under the stated threat model?
Linkage
How much can an adversary associate with outside information?
From theory to a working tool.
01
Intake
Review the source structure.
Illustrative interface based on implemented workflows. No certification or private transformation runs here.
Recorded status: MVP-A implementation and automated acceptance. Clean physical-machine installation and separate-machine recovery checks remained outstanding at the inspected checkpoint.
Demo evidence, in context.
99%Raw-data demo · Logistic regression
96%Representation demo · Neural network
Innerfy demo records: 800 training rows and 200 test rows per run. A 3-percentage-point gap between different pipelines—not a controlled, equal-model estimate of transformation cost. These runs do not establish current Studio utility or privacy.
Scope and limitations
Capabilities are task-specific. Structural preservation, reconstruction resistance, and linkage resistance require separate evaluation. The public visualization does not expose mapping recipes, parameters, private artifacts, or a live transformation service.