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The Post-RAG Era is Here, SAG Redefines AI Search
Mediumยท 2025-11-17 08:23
Core Insights - The introduction of SAG (SQL-Retrieval Augmented Generation) technology represents a significant advancement in AI, moving beyond traditional RAG methods to enhance data retrieval and processing capabilities [3][6][29] - SAG combines SQL-driven retrieval with vector-based fuzzy matching, achieving speed, accuracy, and comprehensiveness in data handling [6][18][29] Technology Overview - SAG utilizes SQL for precise retrieval while integrating vector capabilities for semantic matching, addressing the limitations of traditional RAG and GraphRAG methods [3][5][18] - The technology processes data by creating "Natural Language Vectors," which represent events with multi-dimensional attributes, allowing for real-time relationship building during queries [8][9][10] Applications - In enterprise settings, SAG serves as an intelligent decision-making assistant, transforming unstructured data into structured formats for better insights and decision support [22][23] - SAG can function as a universal data processing engine, enhancing existing algorithms in various applications such as e-commerce and financial risk control [24] - For personal use, SAG can create a searchable knowledge base and act as a memory hub for personal AI, maintaining user data privacy [26][27] Future Prospects - The open-source nature of SAG aims to democratize access to this technology, encouraging collaboration and further development within the industry [29][30] - SAG's vision includes transforming isolated data into interconnected assets, potentially revolutionizing productivity across various sectors [30][31]
X @BitMart
BitMartยท 2025-09-04 08:12
Market Overview - Crypto market cap is at $3.84 trillion, up 0.41% [1] - Fear & Greed Index is 44, indicating a neutral market sentiment [1] ETF Net Flow - BTC ETF experienced a net flow of +$10.7 million [1] - ETH ETF experienced a net flow of +$113.2 million [1] Top Gainers - $SWU gained 616.67% [1] - $SAG gained 400% [1] - $STREAMER gained 274.97% [1]
X @BitMart
BitMartยท 2025-09-03 04:51
Top Gainers Performance - $PHL shows the highest gain with +1,505% [1] - $FARTLESS experienced a significant increase of +1,004% [1] - $SPARK increased by +950% [1] - $SAG gained +874% [1] - $MTT increased by +808% [1] Market Focus - The report highlights the top-performing cryptocurrencies on BitMart for August [1] - The report encourages user engagement by asking users to pick their favorite [1]
X @BitMart
BitMartยท 2025-09-03 04:28
๐Ÿš€ BitMart August Top Gainers RecapFrom discovery to explosive growth โ€” here are the stars of the month:โœจ PHL (+1,505%)๐Ÿ”ฅ FARTLESS (+1,004%)โšก SPARK (+950%)๐Ÿ‰ SAG (+874%)๐ŸŒ MTT (+808%)Which one was YOUR favorite pick this month? ๐Ÿ‘‡ https://t.co/5htpqZdB2H ...