https://community.dynatrace.com/t5/AI/Building-GenAI-Apps-with-Open-Source/m-p/267981#M2 <P>Building an AI application doesn't have to break the bank. The top AI development tools are open-source, fostering an evolving ecosystem that democratizes AI for everyone.</P> <P>Here are the essential elements of this open-source AI toolkit:</P> <OL> <LI> <P><STRONG>Frontend Development</STRONG></P> <UL> <LI>For creating stunning AI user interfaces, frameworks like NextJS and Streamlit are invaluable. Vercel also offers seamless deployment solutions.</LI> </UL> </LI> <LI> <P><STRONG>Embeddings and RAG Libraries</STRONG></P> <UL> <LI>Embedding models and RAG libraries such as Nomic, JinaAI, Cognito, and LLMAware enable developers to implement precise search and RAG functionalities.</LI> </UL> </LI> <LI> <P><STRONG>Backend and Model Integration</STRONG></P> <UL> <LI>Backend development is streamlined with frameworks like FastAPI, Langchain, and Netflix Metaflow. For model integration, tools like Ollama and Huggingface are excellent choices.</LI> </UL> </LI> <LI> <P><STRONG>Data Storage and Retrieval</STRONG></P> <UL> <LI>Efficient data storage and retrieval can be achieved using options like Postgres, Milvus, Weaviate, PGVector, and FAISS.</LI> </UL> </LI> <LI> <P><STRONG>Large-Language Models</STRONG></P> <UL> <LI>Open-source models like Llama, Mistral, Qwen, Phi, and Gemma offer competitive performance, serving as robust alternatives to proprietary models like GPT and Claude.</LI> </UL> </LI> </OL> <P>What other tools would you recommend adding to the Open Source AI Toolkit? Let's discuss!</P> Tue, 21 Jan 2025 10:18:51 GMT flo_lettner 2025-01-21T10:18:51Z https://community.dynatrace.com/t5/AI/Building-GenAI-Apps-with-Open-Source/m-p/267981#M2 <P>Building an AI application doesn't have to break the bank. The top AI development tools are open-source, fostering an evolving ecosystem that democratizes AI for everyone.</P> <P>Here are the essential elements of this open-source AI toolkit:</P> <OL> <LI> <P><STRONG>Frontend Development</STRONG></P> <UL> <LI>For creating stunning AI user interfaces, frameworks like NextJS and Streamlit are invaluable. Vercel also offers seamless deployment solutions.</LI> </UL> </LI> <LI> <P><STRONG>Embeddings and RAG Libraries</STRONG></P> <UL> <LI>Embedding models and RAG libraries such as Nomic, JinaAI, Cognito, and LLMAware enable developers to implement precise search and RAG functionalities.</LI> </UL> </LI> <LI> <P><STRONG>Backend and Model Integration</STRONG></P> <UL> <LI>Backend development is streamlined with frameworks like FastAPI, Langchain, and Netflix Metaflow. For model integration, tools like Ollama and Huggingface are excellent choices.</LI> </UL> </LI> <LI> <P><STRONG>Data Storage and Retrieval</STRONG></P> <UL> <LI>Efficient data storage and retrieval can be achieved using options like Postgres, Milvus, Weaviate, PGVector, and FAISS.</LI> </UL> </LI> <LI> <P><STRONG>Large-Language Models</STRONG></P> <UL> <LI>Open-source models like Llama, Mistral, Qwen, Phi, and Gemma offer competitive performance, serving as robust alternatives to proprietary models like GPT and Claude.</LI> </UL> </LI> </OL> <P>What other tools would you recommend adding to the Open Source AI Toolkit? Let's discuss!</P> Tue, 21 Jan 2025 10:18:51 GMT https://community.dynatrace.com/t5/AI/Building-GenAI-Apps-with-Open-Source/m-p/267981#M2 flo_lettner 2025-01-21T10:18:51Z https://community.dynatrace.com/t5/AI/Building-GenAI-Apps-with-Open-Source/m-p/299825#M172 <P>Hello,</P><P>Are you introducing this topic because, like me, you are using a Dynatrace Managed and what to benefit of IA features ? What would you advise to exploit Dynatrace data in an isolated and secured network ?</P><P>Regards</P> Thu, 21 May 2026 10:14:29 GMT https://community.dynatrace.com/t5/AI/Building-GenAI-Apps-with-Open-Source/m-p/299825#M172 gautier_begin 2026-05-21T10:14:29Z