michabbb<p>🔍 <a href="https://social.vivaldi.net/tags/txtai" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>txtai</span></a> - All-in-one <a href="https://social.vivaldi.net/tags/embeddings" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>embeddings</span></a> database combining vector indexes, graph networks & relational databases</p><p>💡 Key Features:<br>• Vector search with SQL support, object storage, topic modeling & multimodal indexing for text, documents, audio, images & video<br>• Built-in <a href="https://social.vivaldi.net/tags/RAG" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RAG</span></a> capabilities with citation support & autonomous <a href="https://social.vivaldi.net/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> agents for complex problem-solving<br>• <a href="https://social.vivaldi.net/tags/LLM" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LLM</span></a> orchestration supporting multiple frameworks including <a href="https://social.vivaldi.net/tags/HuggingFace" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HuggingFace</span></a>, <a href="https://social.vivaldi.net/tags/OpenAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>OpenAI</span></a> & AWS Bedrock<br>• Seamless integration with <a href="https://social.vivaldi.net/tags/Python" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Python</span></a> 3.9+, built on <a href="https://social.vivaldi.net/tags/FastAPI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FastAPI</span></a> & Sentence Transformers</p><p>🛠️ Technical Highlights:<br>• Supports multiple programming languages through API bindings (<a href="https://social.vivaldi.net/tags/JavaScript" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>JavaScript</span></a>, <a href="https://social.vivaldi.net/tags/Java" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Java</span></a>, <a href="https://social.vivaldi.net/tags/Rust" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Rust</span></a>, <a href="https://social.vivaldi.net/tags/Go" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Go</span></a>)<br>• Easy deployment: run locally or scale with container orchestration<br>• <a href="https://social.vivaldi.net/tags/opensource" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>opensource</span></a> under Apache 2.0 license<br>• Minimal setup: installation via pip or Docker</p><p>🔄 Use Cases:<br>• Semantic search applications<br>• Knowledge base construction<br>• Multi-model workflows<br>• Speech-to-speech processing<br>• Document analysis & summarization</p><p>Learn more: <a href="https://github.com/neuml/txtai" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/neuml/txtai</span><span class="invisible"></span></a></p>