BantuNomics Sign in
This is the architecture & governance layer of BantuNomics OS — declarative vision, no runtime access. Start your free evaluation

Private operating layer

BantuOS

The operating layer for Bantu language intelligence: FSI, tone, concord, equations, cartridges, validation, and model adapters held in one runtime architecture.

Operating thesis

One does not build a dictionary for a Bantu language. One builds an operating system.

BantuOS treats dictionaries as generated artifacts, not the source of the language. The source is the process: syllables, tone, noun class, concord, morphemes, constraints, and templates that generate valid forms and reject invalid ones.

Runtime architecture

The symbolic core is the moat.

The BantuOS core is deterministic, auditable, and cartridge-driven. Model adapters sit above it for contextual ambiguity resolution, but they do not replace the symbolic engine or override its validation rules.

Ecosystem role

BantuOS makes the product family coherent.

fsi.bantunomics.com

FSI

Syllable alphabet and phonotactic substrate

tone.bantunomics.com

Tone / A12

Sound-layer evidence and layered orthography direction

ucm.bantunomics.com

UCM

Concord registry and agreement intelligence

equations.bantunomics.com

Equations

Formal template and equation registry

numbers.bantunomics.com

Numbers

Studio-grade bounded generation domain

health.bantunomics.com

Health

Domain cartridge pattern for controlled vocabulary

standards.bantunomics.com

Standards

Governance, IDs, API discipline, release semantics

Build status

Product shell first. Runtime next.

Phase 0

Product shell

Architecture console, pages, JSON APIs, deployment docs.

implemented in this app
Phase 1

Bemba cartridge seed

JSON exports from FSI, UCM, templates, and source manifests.

next
Phase 2

L0 kernel prototype

Syllable parser, phonotactic validator, selected phonology, tone slot trace.

planned
Phase 3

Concord registry runtime

Class_ID agreement API aligned with UCM.

planned
Phase 4

NP template prototype

First template family and generated noun examples.

planned
Phase 5

Constraint validator

Rejection-record schema and first BC:N rules.

planned
Phase 6

Dictionary regeneration pilot

Hoch comparison subset and discrepancy report.

planned
Phase 7

Model adapter contract

Ambiguity schema, JSONL training format, evaluation plan.

planned
Access

Start where you are.

Prove it free, validate it on your own data, or license the whole program.

01 · Free
Evaluation

Score your model against the foundational layer — the Alphabet Test and the L26 Lite suite, with saved results. Self-serve, no cost.

Start evaluating →
Most labs start here
02 · 75 days
Validation Pilot

Three languages you choose — and everything we hold for them. Measured on your own held-out data.

Scope a pilot →
03 · Program
Full Annual Subscription

Every product, every language, the full consented corpus — and everything curated while you're subscribed.

Start a Full Annual Subscription →