#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm
UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles.
https://github.com/OpenBMB/UltraRAG
Cheogram
[https://cheogram.com]
Cheogram is a set of services that connect all open communication networks together, allowing you to reach all your contacts from a single app.
The Cheogram Android app allows you to join a worldwide communication network. It especially focuses on features useful to users who want to contact those on other networks as well, such as SMS-enabled phone numbers.
Based on the app Conversations, but with unique features:
* Messages with both media and text, including animated media
* Unobtrusive display of subject lines, where present
* Links to known contacts are shown with their name
* Show timestamps for calls
* Integrates with gateways' add contact flows
* When using a gateway to the phone network, integrate with the native Android Phone app
* Address book integration
* Tag contacts and channels and browse by tag
* Command UI
📡@dcntr
#email#sip#xmpp