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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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Crypto News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1702 · 07/28/2025, 07:47 AM

⚡️Storm Trade and 🏳️FIVA: fixed income on yourSLP A simplified mode for working with FIVA and Storm $SLP has appeared. Now you can invest USDT or TON and receive a fixed rate without delving into the technical details of the protocol. How to start? 1. Open the simplified mode 2. Deposit $USDT or $TON. 3. In the list of income sources, select ⚡️Storm Trade. 4. Confirm the operation. FIVA will automatically convert the deposit into $SLP tokens and lock in the fixed coupon. How income is generated: ✅ Lending platforms: borrowers pay interest. ✅ Trading venues: traders pay fees for transactions. ✅ TON staking: validators receive rewards for securing the network. ✅ Algorithmic strategies: services like Torch or Ethena generate income from market imbalances. ✅FIVA aggregates these streams and distributes them among depositors. All fund movements can be tracked on the TON blockchain. 👍Advantages: ⚫️ The fixed rate is locked in when funds are deposited — convenient for income planning. ⚫️ Telegram interface: no separate wallets or browser extensions required. ⚫️ Automatic diversification: funds are distributed among verified protocol platforms. ⚫️ On-chain transparency: transactions are available for verification at any time. You can learn more about working with fixed income in theFIVA documentation. If you need predictable income on USDT or TON in the TON ecosystem, the simplified FIVA mode with the choice of Storm Trade can be one of the options. #StormTrade#FIVA#DeFi#Web3#CryptoNews#TradeCrypto