ALBORDAAI/MOUNA_AGENT

# MOUNA ### The AI Executive Assistant, Native to Hassaniya **Status:** 🟢 In Production  ·  **Version:** 1.0  ·  **Built by** Alborda AI --- ## 1. What is MOUNA? **MOUNA** is Alborda AI's executive assistant product: an AI that manages the daily operational load of running a business — inbox, calendar, documents, meeting notes — and, for client-facing businesses, part of the client relationship as well. Unlike generic international assistants (Notion AI, Google Workspace add-ons) that treat Hassaniya as an afterthought, MOUNA is powered by **Dimeyz**, Alborda's proprietary large language model natively trained on **Hassaniya Arabic**, paired with **Dimeyz Speech** for transcription. MOUNA is not a bespoke integration rebuilt per client. It is a **configurable product**: every user or organization runs on the same core engine, with individual integrations, permissions, and feature flags — no forked codebases, no per-client maintenance debt. **Who it's for:** executives, SMEs, and independent professionals (lawyers, doctors, consultants) in Mauritania who need their inbox, calendar, and documents handled — without losing control over what actually gets sent or filed. **Guiding principle:** *MOUNA prepares. You decide.* No irreversible action is taken without explicit human validation on sensitive tasks. --- ## 2. Why MOUNA is different | # | Differentiator | What it means in practice | |---|---|---| | 01 | **Native Hassaniya** | Draft emails, summaries, and meeting notes are generated directly in Hassaniya by Dimeyz — not translated from French or English. | | 02 | **Human-in-the-loop by default** | Every draft, every filed document, every scheduled action is reversible and requires validation before it takes effect externally. | | 03 | **Multilingual meeting transcription** | Detects and follows Hassaniya, Arabic, and French — including mid-meeting language switching — without manual language selection. | | 04 | **Local business logic …