Update README.md

README.md

@@ -70,7 +70,7 @@ Each language is stored as a separate compressed file (`.db.gz`) within the data
 [Wikilite](https://github.com/eja/wikilite) is a tool that provides offline access to Wikipedia content, featuring:
 
 *   **Fast and Flexible Lexical Searching:** Uses FTS5 (Full-Text Search 5) for efficient keyword-based searching.
-*   **Enhanced Semantic Search:** Integrates with Qdrant (optional) for semantic search capabilities, allowing you to find information based on meaning rather than just keywords.
+*   **Enhanced Semantic Search:** Integrates semantic search capabilities, allowing you to find information based on meaning rather than just keywords.
 *   **Offline Access:** Enables access to Wikipedia articles without an internet connection.
 *   **Command-Line Interface (CLI):** Allows direct searching from the terminal.
 *   **Web Interface (Optional):** Provides a user-friendly way to browse and search content.
@@ -83,7 +83,7 @@ Wikilite leverages text embeddings for its optional semantic search. This allows
 *   Different wordings to express the same concept.
 *   The article uses synonyms or related terms.
 
-**Note:** To enable semantic search, you'll need to have a running Qdrant instance and configure Wikilite accordingly. See the Wikilite GitHub repository for more details.
+**Note:** To enable semantic search, you'll need a local GGUF model or an OpenAI-compatible remote server and configure Wikilite accordingly. See the Wikilite GitHub repository for more details.
 
 ## Contributing
 
@@ -93,5 +93,5 @@ If you would like to contribute databases for additional languages, please feel
 
 *   [Wikipedia](https://www.wikipedia.org/): For providing the valuable data.
 *   [SQLite](https://www.sqlite.org/): For the robust database engine.
-*   [Qdrant](https://qdrant.tech/): For the high-performance vector database used in semantic search.
+*   [Ollama](https://ollama.ai) For enabling the internal generation of embeddings.
 *   [Wikilite](https://github.com/eja/wikilite): For making this project possible.