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Agent Knowledge Needs More Than Just RAGhttps://news.ycombinator.com/item?id=45435169When people talk about “knowledge for agents,” it almost always collapses into RAG. But knowledge can, and should—be treated as a first-class runtime tool, not just a context filler.In most implementations, knowledge lives in a vector database. Agents query it through a search_knowledge tool, often hybrid (keyword + semantic) with re-ranking. That’s essentially “Agentic RAG,” and it works well enough for a lot of use cases.But once you think of knowledge as runtime-accessible memory, other patterns open up:1. Dynamic Instructions Most serious agent use cases can’t just dump all instructions into the system prompt. Take a Text2SQL agent: it needs table schemas, column names, data types, and common query templates. You don’t bake all that into the core prompt—you store it and let the agent query the relevant slice when needed.That’s dynamic instructions: system prompt as RAM, knowledge base as disk. Core logic in RAM, path-specific instructions pulled from disk at runtime.2. Adaptive LeaOct 1, 2025 7:13 AM
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President Donald Trump and Israeli Prime Minister Benjamin Netanyahu hold a joint press conference announcing the U.S. peace plan for Gazahttps://news.google.com/rss/articles/CBMigwJBVV95cUxNVU43Nm15R28ta3NfWDdNLTBvaU02WHA3c19kLXpKcGVuNkVsWW12eVJXTXNDaHRsSnFGTk9YVlJhMmdwUXhLcTRWd2N0YWZiSlgyMzZVVHRkOUxiMU00NmZSXzVtX0lOWm9uOWk4VVFKSHhHY0hkM2dWbGpFWkpwZ1d0WU80eldld0JUVXZmY3hBalQ5bnJ0UjlGcG9XQjZaRElPWktmX3QzZ2ZWWklua3Q5TUJ0XzZvLVhGS0t2Sk1UTktUWFBDYmhLa0dxLXF3OGRLTXZwcmlMS0ZLOEdiVGtlMTAyLV9qT3FRcWN0RVY1ZS1odF9RTmxwMXdxSk5FQkhj?oc=5President Donald Trump and Israeli Prime Minister Benjamin Netanyahu hold a joint press conference announcing the U.S. peace plan for Gaza The White House (.gov)Sep 30, 2025 4:32 PM
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QHP Capital Announces Investment in Vector Clinical Trials, Partnering with Founder Dr. Bobby Mocherla to Scale Community-Focused Research Siteshttps://news.google.com/rss/articles/CBMipwJBVV95cUxQbzZZNnExWnFJMDYxUHRXMEJrVURmZ3Vza1VCWU9UMmF1Z2VYZFBrclNXRU9RYVNCWl8tZTJibXdGbEtPcGlCbzVCZEJoektiWEpGXy1yTU1fT2ZMdy03cjlwem00eWJldmJneUVJUFF5WXZrVlBnb3dueGd3T1Y0Q0pRYlIzU21JcWxIY0JuLV9qZEkzZkNJb3F3Ylo3S2oteHllTWxiU29lX2p5TnVRZDBDNlVLZV9tM1BrTGJJaG9vbGExSFdlNFlZYjhkWFhBanRydGNsckxQV1FNYzVHaXdOUXY0MkRYbFlZM2ZyN1N6ang4OHpoUFRDZDk3enl3NXU5ZFl2VllIclRXX3puaXY3MGw1WGUzVS0tODNDTTF3b0hNQnhr?oc=5QHP Capital Announces Investment in Vector Clinical Trials, Partnering with Founder Dr. Bobby Mocherla to Scale Community-Focused Research Sites Business WireSep 30, 2025 7:00 AM
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Sama-Bangingi mujeres ta continua recivi reconosimiento - ABS-CBNhttps://news.google.com/rss/articles/CBMipwFBVV95cUxNbkN0MGtpTG9Va2hqZkR4bUhONmY4ZGJtazZQQ2hhSE9sOWlsb1BLLVRUQ2VrQ0NGU2FrYkZmZWNBQ29DZUFHcEdyNWNwTlZlMmJOZ2JWeDMxREozdmt4ZHRLNnNoVEpYWThtYkp0QkZ3NUdvcXQ1a1FkNUV4eHdzTmtvZkJ1SkdCNWh1Sk5VV3lXS3B3VUhMWjZZYUZMdDVNNmtaTlRTRQ?oc=5Sama-Bangingi mujeres ta continua recivi reconosimiento ABS-CBNSep 28, 2025 7:00 AM
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Small-Group Reading Instruction Is Not as Effective as You Think (Opinion)https://news.google.com/rss/articles/CBMivgFBVV95cUxQUGJ4RktsaEFyZkMweTdnUVpTTFpueEhHaDNHb0FpbnVmdWlXTWRTNkxPbjFCZldIM2IxclVubjNaUnRzdmhNWGNYRXJNQ19jbHo4Wmp4ajA2UnpsOG9mdXluR2RtTnlxTU5XY3U5OWRZNjVoei1HbWVXMkIzUURpZldhSDZsTk55My1ZZFd0azJMXzNGWkhZMk1BMHY5RFhBZXdiZ3VxUktYNzRwN09wWnpRVlRidDZxZFotZkR3?oc=5Small-Group Reading Instruction Is Not as Effective as You Think (Opinion) edweek.orgSep 26, 2025 7:00 AM
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Spend National Comic Book Day With Smithsonian Graphic Novels - Smithsonian Magazinehttps://news.google.com/rss/articles/CBMixwFBVV95cUxPczVUdkhDcEVPTlhUTTFVQXh4M2I4VkdWSDhEazNoSkZMVUhwd0xyUko0WmpEbFE4MWFLeGM3dWh1ZHRLVHhiZnRoaDBlak90TDVQX09qNGIyeHU5WW5hSERMaGt6WVhadUFOR3NwSWJyREZKR3l3WEpzUi1tVU5wcG1MR2tObWdoXzRSaGI0OW9xWVYtb1BKdTQ1d1dvZUlrb2gxTDVzRjlUZ2NJMU9Ta0VSOVBtMHNIakdmb25TNWFTM0R5M3NF?oc=5Spend National Comic Book Day With Smithsonian Graphic Novels Smithsonian MagazineSep 25, 2025 7:00 AM
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Canada's divisive 'weird' chocolate, the Cherry Blossom, now worth its weight in goldhttp://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a892f62333a43059d5729d7ab662744&url=https%3A%2F%2Fwww.cbc.ca%2Fnews%2Fcanada%2Fcherry-blossom-discontinued-1.7640966&c=1614206777951031791&mkt=en-usThe audio version of this article is generated by AI-based technology. Mispronunciations can occur. We are working with our partners to continually review and improve the results. Hershey's Canada has ...Sep 25, 2025 1:00 AM
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Trump says he now believes Ukraine can win back all territory lost to Russia with NATO's helphttps://news.google.com/rss/articles/CBMingFBVV95cUxPeU92QnF2eFRzMlZZZ0hYbVNFUmhZQUlGV1NMd2lVX0ZpLXlJeUhVY1lNRkNoeU5RamplMXNrUzB1N1RjalRtVDJtUkgyODNYTVMzeFFYLXB5TGdkZlNDUHhRdnBPelVmRGN0ZHRKalNKRndIclYzU3NLMVhhZFJjS0R0RmhscDl1ZnBsa2E1WWtGMXdKRTBqVmVjN0Y1dw?oc=5Trump says he now believes Ukraine can win back all territory lost to Russia with NATO's help AP NewsSep 23, 2025 7:00 AM
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GoPro Announces Three New Products - MAX2: 360 Camera with True 8K Resolution and Twist-and-Go Replaceable Lenses, LIT HERO: Miniature 4K Lifestyle Camera with Built-In Light for 'Whatever, Whenever' Capture, and Fluid Pro AI: Gimbal for Stabilizinhttps://news.google.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?oc=5GoPro Announces Three New Products - MAX2: 360 Camera with True 8K Resolution and Twist-and-Go Replaceable Lenses, LIT HERO: Miniature 4K Lifestyle Camera with Built-In Light for 'Whatever, Whenever' Capture, and Fluid Pro AI: Gimbal for Stabilizin PR NewswireSep 23, 2025 7:00 AM
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Announcing Oracle Autonomous AI Database Select AI Feedback for enhanced SQL query generationhttps://news.google.com/rss/articles/CBMiywFBVV95cUxQcFl3MVQwZWNTMXRIOHpkR2NrNXhKdFgzTFkxUWtsMkNINTdqOHlOcF9ScEwwTFAyU2ljTzgzMHB1aTlJdGRYM0xOcHZFd2tVNmZVSHhvRjhfR0lST1g0by1Za19KMmNWNFE5aTlPUjVWWGJtbXE1aUQ5bFpNSzY2RFNDaWZ5cmFfaWNxQU5UZHN6UXpWUGRDMHN6Mi1ZcTg2QTR6Qmc5emc1bDVPWVdhclM5RVhTRWFydk5ISVpzQUk4NTNtdXB3M1dGNA?oc=5Announcing Oracle Autonomous AI Database Select AI Feedback for enhanced SQL query generation Oracle BlogsSep 23, 2025 7:00 AM
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Calls for probe after killing of civilians reported in northwest Pakistanhttps://news.google.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?oc=5Calls for probe after killing of civilians reported in northwest Pakistan Al JazeeraSep 23, 2025 7:00 AM
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The Glimpse Group Provides 3D Immersive Enterprise Services To A Leading Global Energy Technology Companyhttp://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a88df812cad4a3f8e3d81f3210d3649&url=https%3A%2F%2Ffinance.yahoo.com%2Fnews%2Fglimpse-group-provides-3d-immersive-123000762.html&c=7735334401918311860&mkt=en-usThis press release does not constitute an offer to sell or a solicitation of offers to buy any securities of any entity. This press release may contain certain forward-looking statements based on our ...Sep 22, 2025 5:30 AM
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CZU then and now, in photos: From fire’s devastation, a picture of resilience in Santa Cruz Mountainshttps://news.google.com/rss/articles/CBMirAFBVV95cUxQUVNjUUtjZDE3Sm1RRXJLQWN0QTh0ekUycXh3V0JCV3QwQVV1ZnZ2Zk1Yd09WR05ZbVFuQ204Y1BrRHFVQXJsTTFpRTJiTms3amRGcHdEYlNvMWZScVFTUkJkNXZmREM3dVg4RV9wbDdsZUhSSndLd2VPMTZMSjZhbnhFdXBZeEhjdXdyZWRKSVZ5RjZwcXZRb2dPRm5hTzRUZE05WWVKRzg1XzY2?oc=5CZU then and now, in photos: From fire’s devastation, a picture of resilience in Santa Cruz Mountains Lookout Santa CruzSep 18, 2025 7:00 AM
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Lauren Graham Has a Low-Profile Love Life—Here's What We Know - ELLEhttps://news.google.com/rss/articles/CBMilAFBVV95cUxOZE5IRVRJbm92RkhHdmV2OWxveF9EeXZvSU9pWUw0Q3FDOVJkWFh6RDFqNHl6OFlQbEhVYWlIZm11MnBqMUJDTDRzNVVUSGRkdHF3RHRHRzljQjQwdm1yY3g1YVRnX3hLLWtIR2RpakxPTjFqUjdtWXNtNHp2ZVlncW9JNGxHRTAzVXNOQ3lpUGNhOTVx?oc=5Lauren Graham Has a Low-Profile Love Life—Here's What We Know ELLESep 16, 2025 7:00 AM
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Sitting all day? This 1 stretch should be non-negotiablehttp://www.bing.com/news/apiclick.aspx?ref=FexRss&aid=&tid=6a8a24783ffc44659540a009b17ac054&url=https%3A%2F%2Fwww.today.com%2Fhealth%2Fdiet-fitness%2Fpigeon-pose-rcna208002&c=8965066579099329229&mkt=en-usWe all know that sitting all day can negativrly affect our health. One big impact that it has pertains to the hips. The static position causes our muscles to shorten and tighten, causing discomfort ...Sep 15, 2025 9:29 AM
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Notebook | Jets LB Jamien Sherwood: ‘It’s All About the Men in This Room’https://news.google.com/rss/articles/CBMipAFBVV95cUxNanZHQUFWY1VHdXdzR2dEei1oRmNUck9RMjlJRlR1WnZlcUo2SzlNVm01VWQxTWttVWJKT3ltSFJwT3FrZEVQaDBIYkVmNXJXN3dJWG9jZXFnZGpDZjZwQTBETDA5Z3p3cWhSdW56dTRfZVlPbnJ6cmk5ZG41WE1RcUhibjdrYXcyUTBLSUhKMzNsZVVyN2tLVXZIaEhvbmFIZXBkcQ?oc=5Notebook | Jets LB Jamien Sherwood: ‘It’s All About the Men in This Room’ New York JetsSep 15, 2025 7:00 AM
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EU Data Act — What Businesses Need to Knowhttps://news.google.com/rss/articles/CBMie0FVX3lxTE9ibmp3ZXA5MWlsRV91ejJvRlc0M0VUeTVNNlNGWWE5YzdhWkF4VnBvWEJTYkNXMkI3bW5wYndWbmk0T3cwT2g3VS1mSEhxZ3p5cFgwOHN3WE80Znl0SDVwZkdmOWo5eTlSRkp3VHZfM2FrQndsbVFuQUJVYw?oc=5EU Data Act — What Businesses Need to Know Latham & Watkins LLPSep 15, 2025 7:00 AM
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Best Gemini Nano Banana Prompts to Generate 3D, Retro & More Image Styleshttps://news.google.com/rss/articles/CBMiaEFVX3lxTE4wcU9rX1diNEdSQlJFYTJqRnVaYzhnazdkVmxDLU1QRDhSLWZaTTNtay0tZ1JkZlJBUUNyZ0ZSck9mUXVIVTNTaENTVlpsY29VN0tnbHZFejc3OUNwU19pQlQzMlNpVUFt?oc=5Best Gemini Nano Banana Prompts to Generate 3D, Retro & More Image Styles TechPPSep 15, 2025 7:00 AM
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Legendary filmmaker David Lynch’s Wright-lineage, midcentury modern estate is on sale nowhttps://news.google.com/rss/articles/CBMiiAFBVV95cUxOeTZ0RDdxYlRlZ21WbU9TcWN6MERFaDd3YTVSR0hxWWxrUXgwVmsycXM3ZGVlaVVsSlotMjJYSDYxQVpRejAzb25BRU1Xb2JVTC1EUlZ3YXJscmtZT2lDTk1PWHFHc2NIdHpxM1NwUmNJQmphcXhWQ2JLUUJpNmVnUi1mcDRhVzhz?oc=5Legendary filmmaker David Lynch’s Wright-lineage, midcentury modern estate is on sale now wallpaper.comSep 14, 2025 7:00 AM
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‘Ride With Norman Reedus’ season 7 premiere features reunion with ‘The Walking Dead’ costar Kim Coateshttps://news.google.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?oc=5‘Ride With Norman Reedus’ season 7 premiere features reunion with ‘The Walking Dead’ costar Kim Coates AL.comSep 14, 2025 7:00 AM
