Added local RAG (#756)

Co-authored-by: Thorsten Sommer <SommerEngineering@users.noreply.github.com>

app/MindWork AI Studio/Pages/Information.razor

@@ -351,6 +351,7 @@
                     }
                     
                     <ThirdPartyComponent Name="Qdrant Edge" Developer="Andrey Vasnetsov, Tim Visée, Arnaud Gourlay, Luis Cossío, Ivan Pleshkov, Roman Titov, xzfc, JojiiOfficial & Open Source Community" LicenseName="Apache-2.0" LicenseUrl="https://github.com/qdrant/qdrant/blob/master/LICENSE" RepositoryUrl="https://github.com/qdrant/qdrant" UseCase="@T("Qdrant Edge is an embedded vector database and vector similarity search engine. We use it to realize local RAG—retrieval-augmented generation—within AI Studio. Thanks for the effort and great work that has been and is being put into Qdrant.")"/>
+                    <ThirdPartyComponent Name="SQLite" Developer="Richard Hipp &  Team" LicenseName="None (public domain)" LicenseUrl="https://www.sqlite.org/copyright.html" RepositoryUrl="https://www.sqlite.org/src/" UseCase="@T("SQLite stores local RAG indexing metadata, searchable chunk text, and the file fingerprints used to decide whether local files need to be indexed again, without requiring a separate database server or a system SQLite installation.")"/>
                     <ThirdPartyComponent Name="regex" Developer="Andrew Gallant, Alex Crichton, The Rust Project Developers & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/rust-lang/regex/blob/master/LICENSE-MIT" RepositoryUrl="https://github.com/rust-lang/regex" UseCase="@T("The regex crate detects structural and obfuscated prompt-injection patterns in untrusted document content. Its linear-time matching without backtracking keeps these scans predictable, even for hostile input.")"/>
                     <ThirdPartyComponent Name="aho-corasick" Developer="Alfred V. Aho, Margaret J. Corasick, Andrew Gallant & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/BurntSushi/aho-corasick/blob/master/LICENSE-MIT" RepositoryUrl="https://github.com/BurntSushi/aho-corasick" UseCase="@T("The aho-corasick crate searches the fixed catalog of prompt-injection phrases in one pass, allowing AI Studio to scan large documents efficiently. We thank Alfred V. Aho and Margaret J. Corasick for publishing the algorithm in 1975, and Andrew Gallant and the Open Source Community for bringing it to Rust.")"/>
                     <ThirdPartyComponent Name="toml" Developer="Ed Page, Alex Crichton, ordian, Eric Huss & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/toml-rs/toml/blob/main/LICENSE-MIT" RepositoryUrl="https://github.com/toml-rs/toml" UseCase="@T("The toml crate parses the embedded prompt-injection phrase catalog when the runtime starts. This keeps the detection rules separate from the Rust implementation and easier to maintain.")"/>
@@ -389,6 +390,8 @@
                     <ThirdPartyComponent Name="sysinfo" Developer="Guillaume Gomez & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/GuillaumeGomez/sysinfo/blob/main/LICENSE" RepositoryUrl="https://github.com/GuillaumeGomez/sysinfo" UseCase="@T("This library is used to manage sidecar processes and to ensure that stale or zombie sidecars are detected and terminated.")"/>
                     <ThirdPartyComponent Name="tempfile" Developer="Steven Allen, Ashley Mannix & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/Stebalien/tempfile/blob/master/LICENSE-MIT" RepositoryUrl="https://github.com/Stebalien/tempfile" UseCase="@T("This library is used to create temporary folders in runtime tests and supporting filesystem operations.")"/>
                     <ThirdPartyComponent Name="Lua-CSharp" Developer="Yusuke Nakada & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/nuskey8/Lua-CSharp/blob/main/LICENSE" RepositoryUrl="https://github.com/nuskey8/Lua-CSharp" UseCase="@T("We use Lua as the language for plugins. Lua-CSharp lets Lua scripts communicate with AI Studio and vice versa. Thank you, Yusuke Nakada, for this great library.")" />
+                    <ThirdPartyComponent Name="DeepSeek-V3.2 Tokenizer" Developer="DeepSeek-AI" LicenseName="MIT" LicenseUrl="https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/mit.md" RepositoryUrl="https://huggingface.co/deepseek-ai/DeepSeek-V3.2/tree/main" UseCase="@T("We use the DeepSeek Tokenizer to estimate the number of tokens an input will generate.")" />
+                    <ThirdPartyComponent Name="Tokenizer" Developer="Anthony Moi, Nicolas Patry, Pierric Cistac, Arthur Zucker & Open Source Community" LicenseName="Apache-2.0" LicenseUrl="https://github.com/huggingface/tokenizers/blob/main/LICENSE" RepositoryUrl="https://github.com/huggingface/tokenizers" UseCase="@T("The Tokenizer library serves as the base framework for integrating the DeepSeek tokenizer.")" />
                     <ThirdPartyComponent Name="HtmlAgilityPack" Developer="ZZZ Projects & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/zzzprojects/html-agility-pack/blob/master/LICENSE" RepositoryUrl="https://github.com/zzzprojects/html-agility-pack" UseCase="@T("We use the HtmlAgilityPack to extract content from the web. This is necessary, e.g., when you provide a URL as input for an assistant.")"/>
                     <ThirdPartyComponent Name="ReverseMarkdown" Developer="Babu Annamalai & Open Source Community" LicenseName="MIT" LicenseUrl="https://github.com/mysticmind/reversemarkdown-net/blob/master/LICENSE" RepositoryUrl="https://github.com/mysticmind/reversemarkdown-net" UseCase="@T("This library is used to convert HTML to Markdown. This is necessary, e.g., when you provide a URL as input for an assistant.")"/>
                     <ThirdPartyComponent Name="wikEd diff" Developer="Cacycle & Open Source Community" LicenseName="None (public domain)" LicenseUrl="https://en.wikipedia.org/wiki/User:Cacycle/diff#License" RepositoryUrl="https://en.wikipedia.org/wiki/User:Cacycle/diff" UseCase="@T("This library is used to display the differences between two texts. This is necessary, e.g., for the grammar and spelling assistant.")"/>