OCK Rotor OCKR4
Arbitrary-byte rotor experiment with exact roundtrip receipts, a tagged OCKR4 container and a living encode/decode Matrix view.
Small coders, reversible containers, visual and sonic carrier experiments, and the research stack underneath them. Some work is free. Source releases follow project maturity. Commercial extraction pays for the next experiment.
Your data should come back exactly. No receipt, no claim. No giant platform required.
These are deliberately small. Download runnable artifacts when available. Source releases follow project maturity; commercial integration and technical transfer use the inquiry lane.
Arbitrary-byte rotor experiment with exact roundtrip receipts, a tagged OCKR4 container and a living encode/decode Matrix view.
Single-file reversible coder. Linux-first Rust ELF is the release target; multi-file wrapper/container stays a separate queued layer.
Single-file reversible coder with a deliberately paper-like construction trail: exact restore, corpus hashes, adverse results and reproducible measurements.
Reversible visual/output research toy. Public runnable proof can stay free while implementation and integration rights remain paid.
Existing Python prototype can be the public/free branch; an advanced native edition can carry the expensive source and deeper sound/compression research.
OKC is a public research stack for reversible representation, transform pipelines and machine-facing information systems. The artifacts above are drops from a larger body of work.
Reversible preprocessing and structural transduction: change the representation without giving up exact reconstruction.
Rare-token / singleton sideband representation and related experiments, with reproducibility and exact reconstruction as the hard boundary.
Structural repetition work: representations that expose reusable structure before later coding stages.
Higher-order structural and macro representation experiments within the broader OKC pipeline.
Benchmarks are evidence for a particular build, corpus and machine—not universal rank claims.
Input hash, encoded hash, decoded hash and byte equality where reversibility is claimed.
Small pathological fixtures first; enwik-style runs where useful; command lines and toolchain recorded.
Expansion, slow paths and awkward inputs remain visible. A failed hypothesis is still an artifact.
Small prototypes can graduate into drops only when they have a clean restore story and something worth showing.
Permutation/cube mechanics as a reversible coding toy. Visual state, deterministic inverse, puzzle energy.
Unicode ghost inspector: expose zero-width, bidi, variation-selector, control and non-printable codepoints in text or model output; normalize or reject suspicious streams.
Open lab boundary →Behind them: reversible transductions, token streams, sidebands, structural dictionaries, local prediction and the question of what representation should exist before a model ever sees the data.
For labs, founders or organizations that want the deeper architecture, private prototypes, technical review or a scoped research transfer. Not an impulse-buy PDF.
Open a serious thread ↗Existing public work remains the trust layer. The shop does not replace the proof trail.
Reversible rare-token sidebands and exact reconstruction experiments.
Read →Reversible transforms and representation experiments.
Open tools →Code, benchmarks, RFC notes and the rough historical trail.
Browse GitHub ↗Scoped codecs, representation transforms, carrier formats, benchmark harnesses and small machines built around a concrete constraint.
Fund a benchmark, sponsor a drop, or support a contained research experiment. No committee theatre required.
Commercial integration, technical transfer, compression, token representation, local AI, reversible formats or independent reproduction.
We would rather ship a weird reversible thing with a receipt than a polished claim with no machine behind it.