Kifuliiru Lab

Impact & ecosystem

Why the Lab exists, how products connect, and what is live today versus still emerging.

Mission

Language preservation, corpus, and digital platforms for Kifuliiru

Kifuliiru Lab is a language preservation and digital platforms program. Wekify LLC (Research, development, and product company) builds and maintains the tooling.

Kifuliiru Data Engines is the internal factory: structured Kifuliiru data, validation, bulk generation, and publish paths. Public and learner products consume that corpus—they do not replace it.

How it connects

Community and experts feed the corpus; engines and rules keep output consistent; editors and courses turn data into books and lessons.

  1. 1

    Contribute

    Tabula and Lab authoring bring lexicon and content into the corpus.

  2. 2

    Generate

    Data Engines apply explicit rules—conjugation, numbers, sentences, phonetics, semantics.

  3. 3

    Publish

    KEd Studio composes books on demand; vetted rows move to production data.

  4. 4

    Learn & inform

    Tusome, kifuliiru.com, and Imyazi put materials and news in front of people.

  5. 5

    Measure

    Impact formulas, Kobs, and KLaSAn on obs.kifuliiru.com close the feedback loop on language vitality.

Ecosystem

Products share one corpus story. Maturity reflects what you can rely on in production today.

  • Kifuliiru Data Engines

    Live

    Corpus generators & lab tooling

    Authoritative structured data; handoff to KEd Studio for on-demand books

  • KEd & KEd Studio

    Live

    Write, design, publish, read

    Editor, book studio, titles library, covers, publications

    ked.kifuliiru.com

  • kifuliiru.com

    Live

    Production data portal

    Published and in-progress language resources

    kifuliiru.com

  • Tabula Kifuliiru

    Live

    Community contributions

    Crowdsourced lexicon and content; feeds Lola

    tabula.kifuliiru.com

  • Lola Kifuliiru

    Live

    Social layer

    Community feeds; KEd hooks for books and posts

    lola.kifuliiru.com

  • Imyazi.com

    Live

    Kifuliiru news

    News publishing from Tabula editorial workflow

    imyazi.com

  • Tusome Kifuliiru

    Live

    Learning platform

    Learner-facing courses; roots in numbers, now broader learning

    kifuliiru.net

  • Kobs (Kifuliiru Observatory)

    Live

    Language observatory

    Monitoring and analysis of language vitality signals (obs.kifuliiru.com)

    obs.kifuliiru.com

  • KLaSAn

    Live

    Language simulator & analyzer

    Simulation and linguistic analysis atop the corpus (shared with Kobs at obs.kifuliiru.com)

    obs.kifuliiru.com

  • KPG (Phonetics)

    Live

    KP → KPG → KSE pipeline

    Grapheme engine and documented rules; lexicon from the Lab corpus

Data Engines

Kifuliiru Data Engines

Internal data generation, validation, and cloud publish tooling. Validated corpus changes can sync to production when configured; books publish on demand via KEd Studio.

  • Many small engines instead of one brittle generator—each with inspectable rules.
  • Structured corpus with optional cloud sync for lab tables when configured.
  • Overview, progress, and rules tooling so operators see coverage before scaling generation.

Platform phases

Engineering assessment for Kifuliiru Data Engines (not live corpus counts).

Core data systems

92%

Engines, PostgreSQL corpus, validation, and alignment with the shared production database

UI, preview & operations

78%

DataSheets, overview metrics, publish-to-cloud, db-mapper

Documents on demand

62%

KEd handoff, book tooling; avoid bulk pre-generated book storage

AI, phonetics & impact metrics

38%

Enrichment, KPG/TTS path, automated impact_variables sync

Live vs emerging

Impact today comes from live surfaces. Products still in development extend reach—they are not interchangeable with what ships now.

Live

Building

  • —

Planned

  • —

Who it serves

Community & diaspora

Tabula lowers the bar to contribute; published portals keep Kifuliiru visible beyond a single geography.

Educators & learners

Tusome and KEd turn corpus improvements into updatable lessons and books—not frozen PDFs.

Operators & linguists

Data Engines and documented rules are the control plane for quality and coverage.

Partners & funders

Documented corpus, generative engines, and phased platform work—not a one-off dictionary file.

Explore further

See live platforms, how Kifuliiru OS fits together, the engines behind the corpus, and the research metrics that track impact.

View all platformsKifuliiru OSLanguage enginesImpact formulas