#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
⚡️Toncoin: TON Nominated for Best Developer Ecosystem
#TON#developers
Toncoin has announced that TON has been nominated for the Best Ecosystem Program for Developers at the BeInCrypto 100 Awards 2025. Enthusiasts and supporters can participate in public voting to support this achievement.
Source: link
@tonlines
EVAA Celebrates TON Mainnet Anniversary
#TON#developers
EVAA marks the anniversary of The Open Network Mainnet, launched on May 26, 2021. Over four years, the TON ecosystem has flourished with the contributions of active developers and TON Core.
Source: link
@tonlines
Tonnel Network: Telegram’s Financial Growth through Strategic Partnerships
#Telegram#developers
Tonnel Network highlights how Telegram’s financial stability has been strengthened through strategic partnerships with developers. These partnerships involve app and bot development, in-app purchases, and its advertising initiatives.
Source: link
@tonlines
We're a proud sponsor of the first Flow Hackathon – a global competition from 2/21–2/26 to push the limits of #web3#onFlow.
Beyond excited to be involved in the expansion of the #ecosystem and to provide an opportunity for developers to shine! 💡✨
This is what's up:
💰 $500K in prizes
🌐 Virtual & IRL events
📚 Education phase to learn more about building #onFlow
✨ Amazing speakers and judges
👨💻 Empowering #developers to do great things
Are you ready to build awesome innovations and earn prizes for your work?
Register today! 👇
https://hackathon.flow.com