ALL WORK
PROJECT 03 / Inclusive education & family supportLocal bilingual AI application

Musaed

Complex documents. A clearer next step.

Local AIBilingual product designDocument intelligenceGuided workflows

THE PROJECT

Complex documents. A clearer next step.

THE STARTING POINT.

Families may need to work through reports, school information, insurance documents and application requirements in more than one language. They need help understanding what a document actually says, and a manageable way to prepare their next step.

THE APPROACH.

Musaed combines a calm bilingual interface with a local document and retrieval pipeline. Answers connect back to source excerpts. Guided journeys organize tasks and linked documents, while draft emails and meeting preparation stay under the family’s control.

WHAT WENT
INTO THE BUILD.

Document reading / Evidence & citations / Arabic / English / Family journeys / Draft preparation / Local storage

01

A human starting point

Understand a report, get help with school or insurance, or start a conversation—without having to learn the technology first.

02

Arabic and English, thoughtfully handled

Language-aware navigation, text direction and bilingual drafts support a mixed-language document experience.

03

Answers with something behind them

An evidence viewer shows source excerpts and page references. Unsupported requests can be declined instead of answered speculatively.

04

Documents stay close

Parsing, retrieval and generation run locally, with household documents and saved plans stored on the device.

05

From reading to preparing

Family journeys organize tasks, linked reports, confirmed dates and preparation for school or insurance conversations.

06

Control over the next step

Drafts and journey packs can be reviewed and downloaded. Messages and applications are not automatically submitted.

HOW IT FITS TOGETHER

FOLLOW THE WORK.

  1. 01

    Bring a document

    Upload a report or source document and check that its text can be read.

  2. 02

    Ask a question

    Search the local document collection for relevant supporting passages.

  3. 03

    Check the evidence

    Read the answer alongside its retained quotations and source references.

  4. 04

    Plan a next step

    Organize a journey or prepare a draft for the family to review.

THE DETAILS
THAT MATTER.

01

Privacy shapes the product

The core document and AI workflow runs locally. That choice is reflected in storage, model use and the interaction design.

02

Evidence is part of the interface

Citations are inspectable. Missing evidence is a reason to ask for more information, not to manufacture a confident answer.

03

Assistance without taking over

The application helps families prepare. It does not make clinical, eligibility or insurance coverage decisions on their behalf.

BUILT WITH
PythonStreamlitLocal language modelsMultilingual retrievalChromaSQLite