Data Plane
Noisy, approximate, measured inputs
Measurements, traces, simulations, statistics, and probabilistic outputs live here. This plane is non-canonical by default.
How it works
A validator-backed reasoning stack with explicit boundaries
This page explains the stack in public-facing terms: where noisy inputs live, where the noisy-to-exact transition is made explicit, and where canonical reasoning artifacts come under validator discipline.
The point is not more trace volume. The point is an exact, reviewable transition from approximate evidence into canonical artifacts with stable outputs and compatibility identity.
Planes
Operational strata for noisy inputs, explicit normalization, and exact artifacts.
Roles
Tsubasa, Liu, and Tobi are stack roles, not alternate names for the planes.
Verification
Checks canonical, reproducible, validator-backed artifacts under exact discipline.
planes vs roles
canonical pipeline
verification distinction
Three layers
Data Plane, Bridge, Control Plane
Planes describe operational strata and the discipline applied there. They are not aliases for named components or product modules.
Bridge
Explicit noisy-to-exact boundary
The bridge makes normalization explicit, prevents hidden float-to-decision jumps, and preserves provenance as approximate input crosses into exact reasoning.
Control Plane
Canonical reasoning artifacts
Canonical reasoning artifacts live here under deterministic evaluation structure, decision discipline, and validator-checkable effects.
Planes describe operational strata. Tsubasa, Liu, and Tobi describe stack roles that author or validate artifacts across the disciplined path.
Stack roles
Components are roles in the stack, not names for the planes
The components below are responsibilities in the stack. They are not synonyms for Data Plane, Bridge, or Control Plane.
Tsubasa
Semantic core for canonical artifacts
Canonical reasoning language and semantic layer for exact, control-plane meaning.
Liu
Sugar and authoring layer only
Improves authoring ergonomics without relaxing canonical boundaries or redefining semantics.
Tobi
Reference validator and trust anchor
Validates canonical meaning in implementation with deterministic diagnostics and _h compatibility identity.
Canonical pipeline
From input artifact to compatibility identity
The canonical path is staged and deterministic. Each step makes the transition into validator-checkable form more explicit.
Parse
Measured or authored input enters the disciplined path.
NFC normalize
Normalize at the noisy-to-exact boundary.
Preserve provenance
Keep the transition from approximate input explicit and reviewable.
Alias and desugar
Alias to canonical form and desugar into the semantic core.
Canonical Core AST
Reduce the artifact into exact semantic structure.
Canonical ASCII
Emit stable text for review, diff, and comparison.
TSER serialization
Produce deterministic serialized form for downstream handling.
_h compatibility identity
Surface compatibility-oriented identity for workflow gates.
Bridge discipline
Why the noisy-to-exact boundary has to stay explicit
If the transition from noisy measurement or probabilistic output into exact decision logic is hidden, trust collapses. The bridge keeps that transition explicit and reviewable instead of burying it inside implementation detail.
That is what makes the downstream artifact easier to compare, reproduce, validate, and gate across CI and reproducibility-sensitive workflows.
Positioning distinction
Verification is not the same thing as observability or evaluation
These are adjacent concepts, but they answer different questions and should not be collapsed into one another.
Observability
Shows what happened in a system, run, or workflow.
Evaluation
Suggests whether behavior seems useful, acceptable, or performant.
Verification
Checks whether the artifact is canonical, reproducible, and validator-backed under discipline.
Workflow fit
Move from architecture into GitHub workflow fit
Keep the next step narrow: use the docs path, review the GitHub-first workflow starter, and contact Organetic only when you need help placing the released validator line inside a real gate.