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 # Manolia
+
+![Manolia logo](./doc/manolia.png?raw=true)
+
 https://www.manolia.org/
 
+## About The Project
+
+Manolia provides a knowledge layer for Natural Language Processing, centered on commons-based peer production and sustainability. It serves as an intermediary layer between collective knowledge system and lightweight, open-source NLP tools, designed to process raw and unstructured knowledge into structured, well-designed formats for collaborative work. This enables the creation of effective digital commons. The system is aimed at communities that prioritize privacy and sustainability and requires small-scale and quality automation of knowledge processing.
+
+## Built With
+
+UI: Vue.js
+Server: FastAPI
+
+## Small Language Model
+
+Inference Engine: llama.cpp
+Model: SmolLM3
+Hardware tested : CPU Intel Xeon E5430
+
 # Alpha
-To test Manolia principles.
\ No newline at end of file
+At this early stage, Manolia is an annotation application. It enables data to be collected on users’ perceptions of the quality of the questions generated from a paragraph of knowledge entered by the user.
+
+# Beta
+
+Objective: To build an API server containing a complete pipeline. 
+
+![Component diagram](./doc/component_diagram.png?raw=true "Component diagram")
+![NLP pipeline](./doc/nlp_pipeline.png?raw=true "NLP pipeline")
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-# Server
-FastAPI server to run Manolia
-
-# Run
-```
-cd src/app
-fastapi dev main.py
-```
-
-# Best Practice
-
-**To alpha-2 switch to**
-## SQLEModel-boilerplate
-https://github.com/benavlabs/SQLModel-boilerplate/tree/main
-
------
-
-## Simple Boilerplate
-https://github.com/anthonycepeda/fastapi-sqlmodel/tree/main
-
-## Global Boilerplate
-https://github.com/zhanymkanov/fastapi-best-practices?tab=readme-ov-file#excessively-use-pydantic
-
-
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-# user-interface
-
-This template should help get you started developing with Vue 3 in Vite.
-
-## Recommended IDE Setup
-
-[VS Code](https://code.visualstudio.com/) + [Vue (Official)](https://marketplace.visualstudio.com/items?itemName=Vue.volar) (and disable Vetur).
-
-## Recommended Browser Setup
-
-- Chromium-based browsers (Chrome, Edge, Brave, etc.):
-  - [Vue.js devtools](https://chromewebstore.google.com/detail/vuejs-devtools/nhdogjmejiglipccpnnnanhbledajbpd)
-  - [Turn on Custom Object Formatter in Chrome DevTools](http://bit.ly/object-formatters)
-- Firefox:
-  - [Vue.js devtools](https://addons.mozilla.org/en-US/firefox/addon/vue-js-devtools/)
-  - [Turn on Custom Object Formatter in Firefox DevTools](https://fxdx.dev/firefox-devtools-custom-object-formatters/)
-
-## Type Support for `.vue` Imports in TS
-
-TypeScript cannot handle type information for `.vue` imports by default, so we replace the `tsc` CLI with `vue-tsc` for type checking. In editors, we need [Volar](https://marketplace.visualstudio.com/items?itemName=Vue.volar) to make the TypeScript language service aware of `.vue` types.
-
-## Customize configuration
-
-See [Vite Configuration Reference](https://vite.dev/config/).
-
-## Project Setup
-
-```sh
-npm install
-```
-
-### Compile and Hot-Reload for Development
-
-```sh
-npm run dev
-```
-
-### Type-Check, Compile and Minify for Production
-
-```sh
-npm run build
-```
-
-### Run Unit Tests with [Vitest](https://vitest.dev/)
-
-```sh
-npm run test:unit
-```
-
-### Run End-to-End Tests with [Cypress](https://www.cypress.io/)
-
-```sh
-npm run test:e2e:dev
-```
-
-This runs the end-to-end tests against the Vite development server.
-It is much faster than the production build.
-
-But it's still recommended to test the production build with `test:e2e` before deploying (e.g. in CI environments):
-
-```sh
-npm run build
-npm run test:e2e
-```
-
-### Lint with [ESLint](https://eslint.org/)
-
-```sh
-npm run lint
-```