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Source channel @githubtrending · Post #14797 · Jun 6

#python#agents#document_search#evaluation#guardrails#llms#optimization#prompts#rag#vector_stores Ragbits is a tool that helps build and deploy GenAI applications quickly. It offers features like swapping between many language models, ensuring safe interactions with these models, and connecting to various data storage systems. Ragbits also includes tools for managing data and testing prompts, making it easier to develop reliable AI applications. This helps users create more accurate and efficient AI systems by integrating the latest data and reducing errors. Overall, Ragbits makes it faster and more efficient to develop and deploy AI applications. https://github.com/deepsense-ai/ragbits

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#python #agents #document_search #evaluation #guardrails #llms #optimization #prompts #rag #vector_stores

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Libreware

@libreware · Post #1554 · 02/22/2026, 03:26 PM

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The Internet, Reinvented. In this video, I build a #Reticulum#RNode and prove that completely different radios — #LoRa and Wi-Fi — can communicate through a hardware-agnostic networking stack. Reticulum routes traffic above the radio layer, automatically bridging dissimilar frequencies, interfaces, and modulation types. I then run it over Wi-Fi HaLow Haven nodes to create a long-range, encrypted IP #mesh with no traditional infrastructure. Finally, I push it further by running #ATAK across the network, demonstrating a fully open-source, decentralized communication stack in action. Checkout https://rmap.world/ You can install rnode software on your esp32/nrf52 based meshtastic/meshcore hardware

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#reticulum #rnode #lora #mesh #atak