Add acknowledgments to README

README.md

@@ -1,2 +1,74 @@
 # Sortana
-An add-on for Thunderbird that adds a filter rule that queries an AI.
+
+Sortana is an experimental Thunderbird add-on that integrates an AI-powered filter rule. 
+It allows you to classify email messages by sending their contents to a configurable
+HTTP endpoint. The endpoint should respond with JSON indicating whether the
+message meets a specified criterion.
+
+## Features
+
+- **AI classification rule** – adds the "AI classification" term with
+  `matches` and `doesn't match` operators.
+- **Configurable endpoint** – set the classification service URL on the options page.
+- **Filter editor integration** – patches Thunderbird's filter editor to accept
+  text criteria for AI classification.
+- **Result caching** – avoids duplicate requests for already-evaluated messages.
+- **Packaging script** – `build-xpi.ps1` builds an XPI ready for installation.
+
+## Architecture Overview
+
+The extension relies on both WebExtension scripts and Thunderbird's experiment
+APIs:
+
+- `background.js` loads the saved endpoint, registers the UI patching script,
+  and listens for test messages.
+- `experiment/api.js` exposes the `aiFilter` namespace. It loads
+  `modules/ExpressionSearchFilter.jsm` which implements the custom filter term
+  and performs the HTTP request.
+- `experiment/DomContentScript/` registers content scripts for Thunderbird
+  windows; `content/filterEditor.js` modifies the filter editor UI.
+- `options/` contains the HTML and JavaScript for the options page.
+- `_locales/` holds localized strings used throughout the UI.
+
+### Key Files
+
+| Path                                    | Purpose                                        |
+| --------------------------------------- | ---------------------------------------------- |
+| `manifest.json`                         | Extension manifest and entry points.           |
+| `background.js`                         | Startup tasks and message handling.            |
+| `modules/ExpressionSearchFilter.jsm`    | Custom filter term and AI request logic.       |
+| `experiment/api.js`                     | Bridges WebExtension code with privileged APIs.|
+| `content/filterEditor.js`               | Patches the filter editor interface.           |
+| `options/options.html` and `options.js` | Endpoint configuration UI.                     |
+
+## Building
+
+1. Ensure PowerShell is available (for Windows) or adapt the script for other
+   environments.
+2. Run `powershell ./build-xpi.ps1` from the repository root. The script reads
+the version from `manifest.json` and creates an XPI in the `release` folder.
+3. Install the generated XPI in Thunderbird via the Add-ons Manager. During
+   development you can also load the directory as a temporary add-on.
+
+## Usage
+
+1. Open the add-on's options and set the URL of your classification service.
+2. Create or edit a filter in Thunderbird and choose the **AI classification**
+   term. Enter the desired criterion (for example, a short description of the
+   messages you want to match).
+3. When the filter runs, the add-on sends the message text to the service and
+   checks the JSON response for a match.
+
+## License
+
+This project is licensed under the terms of the GNU General Public License
+version 3. See `LICENSE` for the full text.
+
+## Acknowledgments
+
+Sortana builds upon knowledge gained from open-source projects. In particular,
+[FiltaQuilla](https://github.com/RealRaven2000/FiltaQuilla) and
+[Expression-Search-NG](https://github.com/opto/expression-search-NG) clarified
+how Thunderbird's WebExtension and experiment APIs can be extended. Their code
+provided invaluable guidance during development.
+