Everything we offer, and how to reach it.

The operating alphabet of a Bantu language — the complete, closed set of syllables it uses. Infrastructure, not a dataset.

Why it matters — No frontier model can produce even one unaided; it stops BPE tokenizers from fracturing syllable boundaries and gives aligners the tone-bearing units.

The auditable, versioned standards the whole ecosystem is built to — syllables, API, equations, concord.

Why it matters — Enterprise adoption needs a governed, citable specification, not a moving target.

A formal equation registry for syllable, morphology, numeral and syntax construction across the family.

Why it matters — Turns linguistic rules into executable, testable equations a model can be graded against.

Tone as meaning: the flat-text problem, the ulebomba demonstration, and the A12 tone codec path.

Why it matters — Flat text drops the tone that carries meaning; the corpus proves the homograph gap models can't self-certify.

A Universal Concord Matrix maps a Bantu language's entire agreement system — the noun class that governs the verb (subject + object markers), the adjective, the pronoun, the demonstrative, the possessive and the relative — across 31 fixed dimensions, certified cell by cell.

Why it matters — In Bantu, one noun class silently controls the whole sentence; text-only models memorize words but miss the class system and produce fluent-but-wrong agreement. The matrix is the ground-truth answer key — the control surface for grammar-aware generation, translation QA, and evals.

The Bantu noun as a class-driven equation — NOUN = AUG(cl) + PREFIX(cl) + STEM — with the full class + concord system, an interactive builder, and the English-anchored aligned matrix: one concept mapped 1:1 to each language's noun (singular and plural), 352 languages, 127 complete.

Why it matters — The ref_id concept spine gives labs an aligned multilingual noun matrix — not a bag of words — and the class system + consented 6-in-1 code-switch recordings encode the noun-class grammar (concord, sg/pl pairing) flat text can't. It's about the whole family; Bemba leads the trail.

The Bantu numeral substrate + calculator studio, plus two-mode native numeral audio (clean Bantu AND the real Bantu→English code-switch).

Why it matters — Spoken numerals are where code-switch and ASR break; the calculator API is a no-key wedge, the audio is the scarce layer.

The connected-speech domain — the only category with page-length natural speech. Every language is presented on the same three modes: Bantu only (gold-aligned native narration), Bantu & English (interleaved code-switch with a labeled switch point in every take), and English only (the same neutral text read by Bantu L1 speakers).

Why it matters — The labeled switch point is the part nobody else has: one consented take yields the Bantu half, the English half (Bantu-accented English), and the boundary between them — code-switch ASR, accent-robustness and fairness data from a single recording. Page-length speech also carries the prosody and discourse structure isolated words can't, and frontier ASR trips on the accented mode at a measurable word-error rate.

The Bantu verb as a 9-slot generative equation — one root expands into its whole paradigm (53 verb types) through the slots — with the full morpheme inventory, an interactive builder, and a 37-chapter tutorial.

Why it matters — Verbs carry most of a Bantu sentence's grammar; the generative engine + consented 6-in-1 code-switch recordings give models the paradigm flat text can't encode and monolingual corpora lack.

A consent-backed clinical-language substrate: body parts + health phrases across 20+ Bantu languages, each concept with two consented native takes.

Why it matters — Clinically-scoped, consented, aligned code-switch audio is the layer monolingual corpora lack — and mistranslation in care is dangerous.

The governance/vision shell that frames the ecosystem architecture, layer stack and cartridge plan.

Why it matters — It names where the substrate is heading — the symbolic runtime that will compose the primitives.