DUMBer / DU3
Reversible structural representation and exact restore.
V1G measurements →Lab / composable systems
Pipes,
not soup.
Small tools for reversible structure, model experiments, format bridges and benchmark economics. Each module owns a narrow contract; the launcher can compose them without turning the stack into one inseparable binary.
LOCAL-FIRSTEXACTNESSPLUGGABLE
$ okc inspect workload
bytes · wall · memory · inverse
$ okc encode --pipe ...
structure → model → entropy
typed stages · explicit sidebands
Module shelf
Each piece has one job.
Some are release lines, some are research tools, some are still experiments. The boundary is part of the page.
Rare1
Optional long-tail transform with explicit rare sideband.
Rare1 module →zRank
Experimental rank-model transform with independent model state and inverse.
zRank research →IDStream
Canonical and packed integer-stream conversions for reproducible plumbing.
Rengrams
Repeated symbolic-structure scans whose outputs other modules can consume.
TCN / NLP / domain
Future model plugs belong behind an explicit interface rather than inside the structural codec.
Benchmark contract
Fastest. Smallest. Network. Structure.
No synthetic overall score. Compare bytes, encode, decode, memory, transfer and exactness on visible axes. Different workloads can have different winners.
Open decision surface ↗INPUT
↓
STRUCTURE → [FILTER] → [MODEL] → [ENTROPY]
↓
OUTPUT / CONTAINER
↓
STRUCTURE → [FILTER] → [MODEL] → [ENTROPY]
↓
OUTPUT / CONTAINER
Roadmap
Bound the hard parts.
Large-corpus reconciliation is a current memory target. The public roadmap is simple: preserve determinism and exactness while moving global coordination toward bounded execution.
Next systems work
Bounded reconciliation
Measure memory, keep ordering contracts stable, and avoid exposing implementation detail before the design settles.