nooher/akili

Akili — Laetoli's sovereign Swahili AI: one brain routing to domain experts (Afya/TibaAI, Fasihi+Lugha/Kasuku, SNIL-as-tool). No external LLM. # Akili — sovereign Swahili AI **Akili** is Laetoli's sovereign Swahili AI: **one brain that routes a Kiswahili question to the right domain expert and answers it offline — no external LLM.** It unifies the Laetoli engines behind a single conversational surface. > _"AI ya Kiswahili · huru, bila mtandao."_ — Swahili-first, deterministic, > runnable on a laptop or a **Raspberry Pi**. Every answer cites its source. ## The experts | Domain | Expert | Powered by | |--------|--------|------------| | **Afya** (health/clinical) | `afya-tibaai` | **TibaAI** — Tanzania STG + WHO + NTLG; 24 conditions, 18 drugs, 14 labs; red-flags + disclaimers preserved | | **Fasihi** (literature/reading/poetry) | `fasihi-kasuku` | **Kasuku AI** — book discovery, themes/dhamira, poetry (arudhi) | | **Lugha** (Kiswahili language) | `lugha-kasuku` | **Kasuku AI** — translate, pronounce, grammar, dictionary | | **SNIL** (compute / code) | `snil-tool` | **SNIL** — Swahili intent → SNIL code → execution | | **Jumla** (greetings / about / fallback) | `jumla` | sovereign KB | The **SNIL tool** is the convergence piece: ask *"Kokotoa wastani wa 10, 20, 30"* and Akili **writes a SNIL program**, runs it via `@laetoli/snil`, and shows you both the code and the result (`20`). Natural Kiswahili intent → a Kiswahili programming language → a verifiable answer. You can also paste SNIL to run it. ## Architecture ``` Swali la Kiswahili │ ┌────▼─────┐ router: match() every expert → dispatch to the best │ AKILI │ (ties by registration order; jumla is the fallback) └────┬─────┘ ┌────┼───────────┬───────────┬──────────┬─────────┐ ▼ ▼ ▼ ▼ ▼ ▼ AFYA FASIHI LUGHA SNIL JUMLA TibaAI Kasuku Kasuku SNIL tool KB/fallback └────┴───────────┴───────────┴──────────┴─────────┘ │ AkiliAnswer { domain, expert, text{sw,en}, confidence, sources, snil? } ▼ one answer, Swahili-first, with provenance ``` Every expert implements the same `DomainExpert` in …