Active R&D module / optional filter

Rare1
reduce the active tail.

Rare1 is a reversible long-tail transform for ID streams. Its job is narrow: move rare events out of the active modeled vocabulary through an explicit sideband, then reconstruct the original sequence exactly.

OPTIONAL PIPEEXACT INVERSERUST VALIDATION
global ID stream
↓
[ Rare1 ]
├─ active stream
└─ explicit rare sideband
inverse → original ID sequence
Current architecture

A pipe, not a dependency.

The current Rust line is being validated as an independent reversible transform. Rare1 can sit after DU3, before a model, or stay out of the pipeline entirely. The surrounding stages remain replaceable.

Global correctness and bounded execution are separate concerns: the logical decision can cover the declared scope while implementation remains chunk-aware and memory-bounded.

DU3 → [Rare1] → [model] → [entropy]

optional · typed · independently reversible
R&D lineage

Keep evidence. Do not inherit the monolith.

Older experiments remain useful as prior engineering evidence, not as architecture we are obligated to reproduce.

current

Rust Rare1

Active validation line: exact apply/inverse, explicit stream and sideband contracts, implementation still being bounded.

historical

Public Python / RFC

The older public implementation and notes preserve prior behavior and results. They are not the current release implementation.

Historical RFC line ↗
historical

Ganymede

An integrated R&D experiment showing that useful compositions can exist. Evidence quarry, not the production topology.

Public boundary

Contract outside. Scheduling inside.

Public material can describe scope, sidebands, exactness and module boundaries. Low-level reconciliation and relay choices stay in the private engineering notebook until the design stabilizes.

Next gate

Independent release

When the Rust implementation clears bounded-memory and release receipts, it should ship from its own repository with its own version, checksum and tests.