#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
🚀 Scroll Users Face Excessive Transaction Fees Due to Multiplier Increases
Scroll users incurred over $50,000 in additional transaction fees following six manual multiplier increases that elevated Layer 1 data charges to 1,280 times the original baseline. According to NS3.AI, L2BEAT reported that approximately 139,000 transactions were impacted over a span of roughly four days, with the baseline cost estimated at around $280. On April 9, the team reduced both multipliers by 160 times. Etherfi Cash bots contributed approximately $35,000 of the excess fees during etherfi's migration to Optimism.
#Scroll#TransactionFees#MultiplierIncrease#Layer1#L2BEAT#NS3AI#Etherfi#Optimism#Crypto#Blockchain#SCR
Justin Sun Transfers $245M in ETH
Justin Sun's team has transferred 70,182 ETH to HTX, valued at approximately $245 million. This includes 42,905 ETH unlocked from Lido Finance and 27,277 ETH from Etherfi. Since November 10, Sun has deposited 179,101 ETH worth about $645 million in total, averaging $3,601 per ETH. Analysts suggest Ethereum could outperform Bitcoin in January 2025, potentially increasing the ETH/BTC ratio above 0.04, which may spur altcoin growth. Historical Bitcoin prices show significant growth leading up to Christmas over the years with predictions continuing for 2025. Spot On Chain | Cointelegraph | Simply Bitcoin TV
#Ethereum#BTC#JustinSun#HTX#LidoFinance#Etherfi#Crypto#PriceAnalysis#MarketTrends#Altcoins#ETHBTC#Deposits#Blockchain#Trading#Fundamentals#Investing#CryptoHistory#FuturePredictions#ETFs#Growth