{"id":34998,"date":"2026-05-28T11:25:51","date_gmt":"2026-05-28T03:25:51","guid":{"rendered":"https:\/\/aiportek.com\/?p=34998"},"modified":"2026-05-28T14:31:17","modified_gmt":"2026-05-28T06:31:17","slug":"redis-aigc-feed-optimization","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/redis-aigc-feed-optimization\/","title":{"rendered":"Rainbow Solutions] Ali's Thousand Questions: How Redis Stream can tame tens of millions of streams in milliseconds?"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"34998\" class=\"elementor elementor-34998\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d303089 elementor-widget elementor-widget-text-editor\" data-id=\"d303089\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\"><div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div data-page-id=\"BSB6dybr6o0MRJx7aIHcllOXnPh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div>[Rainbow Section Program]<span style=\"font-style: inherit;letter-spacing: 0px\">\u963f\u91cc\u5343\u554f\u7528\u6236\u7834\u5104\u5f8c\u7684\u6d41\u91cf\u7126\u616e\uff1aRedis Stream \u5982\u4f55\u5728\u6beb\u79d2\u7d1a\u99b4\u670d\u5343\u842c\u7d1a\u4fe1\u606f\u6d41\uff1f<\/span><span style=\"font-style: inherit;letter-spacing: 0px\"><\/span><\/div><\/div><\/div><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-226f412 elementor-widget elementor-widget-post-info\" data-id=\"226f412\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-2358f4d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/author\/hongketechnology\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewbox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 104c-53 0-96 43-96 96s43 96 96 96 96-43 96-96-43-96-96-96zm0 144c-26.5 0-48-21.5-48-48s21.5-48 48-48 48 21.5 48 48-21.5 48-48 48zm0-240C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 448c-49.7 0-95.1-18.3-130.1-48.4 14.9-23 40.4-38.6 69.6-39.5 20.8 6.4 40.6 9.6 60.5 9.6s39.7-3.1 60.5-9.6c29.2 1 54.7 16.5 69.6 39.5-35 30.1-80.4 48.4-130.1 48.4zm162.7-84.1c-24.4-31.4-62.1-51.9-105.1-51.9-10.2 0-26 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12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>May 28, 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c027dd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c027dd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a8309a elementor-widget elementor-widget-text-editor\" data-id=\"3a8309a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"WpsfdxhNToS4KtxinlycnzfUnuC\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-CIm6dxEdDohzBUxj1vjctKM6nY2\"><div data-page-id=\"CrVId1JAwoKvX2xe4HVcwX2CnSW\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-OH24dKqd0o2dKExvGWecyiusnuh\"><div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-U6FpdrEmPoflYSxuur1cussYnkd\">\u96a8\u8457 Alibaba Qwen\uff08\u901a\u7fa9\u5343\u554f\uff09 \u672c\u6708\u5ba3\u4f48 C \u7aef\u6708\u6d3b\uff08MAU\uff09\u7a81\u7834 1 \u5104\uff0c\u5167\u5bb9\u751f\u7522\u7684\u9580\u6abb\u88ab AI \u5fb9\u5e95\u8e0f\u5e73\u3002\u5c0d\u65bc\u5fae\u535a\u3001\u5c0f\u7d05\u66f8\u9019\u985e\u793e\u4ea4\u5a92\u9ad4\u5e73\u53f0\uff08Social Media Platforms\uff09\u800c\u8a00\uff0c\u9019\u4e0d\u50c5\u662f\u6280\u8853\u7684\u72c2\u6b61\uff0c\u66f4\u662f\u4e00\u5834\u57fa\u790e\u8a2d\u65bd\u7684\u5669\u5922\u3002<\/div><div class=\"ace-line ace-line old-record-id-C4kudII6ToncPExs5agcIa3EnQc\">\u7576 AIGC \u5de5\u5177\u80fd\u5728 1 \u79d2\u5167\u751f\u6210\u6578\u5343\u689d\u300c\u9ad8\u4eff\u771f\u300d\u7a2e\u8349\u6587\u6848\u6642\uff0c\u50b3\u7d71\u7684\u6d88\u606f\u968a\u5217\u67b6\u69cb\u6b63\u9762\u81e8\u300c\u7de9\u5b58\u64ca\u7a7f\u300d\u7684\u908a\u7de3\u3002\u4f60\u7684\u4fe1\u606f\u6d41\uff08Feed\uff09\u7cfb\u7d71\u662f\u5426\u9084\u505c\u7559\u5728\u300c\u5148\u5165\u5eab\u3001\u518d\u5206\u767c\u300d\u7684\u820a\u6642\u4ee3\uff1f\u5728 QPS\uff08\u6bcf\u79d2\u67e5\u8a62\u7387\uff09\u6fc0\u589e 10 \u500d\u7684\u885d\u64ca\u4e0b\uff0c\u8d85\u904e 200ms \u7684\u5ef6\u9072\u5c31\u610f\u5473\u8457\u7528\u6236\u6d41\u5931\u3002\u9019\u4e0d\u662f\u7c21\u55ae\u7684\u64f4\u5bb9\u554f\u984c\uff0c\u9019\u662f\u8655\u7406\u901f\u5ea6\u8207\u5783\u573e\u4fe1\u606f\u7684\u751f\u6b7b\u7af6\u901f\u3002<\/div><div class=\"ace-line ace-line old-record-id-Ro67dZsnnoydGxxy2L8coo0ondf\">\u5982\u679c\u4f60\u7684\u63a8\u85a6\u7b97\u6cd5\u9084\u5728\u9935\u7d66\u7528\u6236 5 \u5206\u9418\u524d\u751f\u6210\u7684\u91cd\u8907 AI \u5167\u5bb9\uff0c\u4f60\u7684\u5e73\u53f0\u7528\u6236\u5fc3\u667a\u5c31\u5df2\u7d93\u300c\u6b7b\u300d\u4e86\u3002\u672c\u6587\u5c07\u63ed\u793a\u5982\u4f55\u5229\u7528 Redis Stream \u69cb\u5efa\u8f15\u91cf\u7d1a\u3001\u9ad8\u541e\u5410\u7684\u5be6\u6642\u8655\u7406\u68e7\uff0c\u5c07\u5343\u842c\u7d1a\u5167\u5bb9\u6d41\u8f49\u5316\u70ba\u53ef\u8b8a\u73fe\u7684\u6d41\u91cf\u8cc7\u7522\u3002<\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9aba933 elementor-widget elementor-widget-heading\" data-id=\"9aba933\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">01. \u5f15\u8a00\uff1a<span style=\"font-style: inherit;letter-spacing: 0px\">AIGC \u5e36\u4f86\u7684\u300c\u4fe1\u606f\u566a\u97f3\u300d\u6d77\u562f\uff0c\u50b3\u7d71 MQ \u67b6\u69cb\u625b\u4e0d\u4f4f\u4e86<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-853e9ed elementor-widget elementor-widget-image\" data-id=\"853e9ed\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg\" class=\"attachment-large size-large wp-image-34451\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-300x200.jpeg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-768x512.jpeg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1536x1024.jpeg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-2048x1366.jpeg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-18x12.jpeg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-600x400.jpeg 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3381e7 elementor-widget elementor-widget-text-editor\" data-id=\"d3381e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-VPS0dsroHoSSHJx2jWVcjDcHn3e\">\u963f\u91cc\u5343\u554f\u7b49\u5927\u6a21\u578b\u7684\u666e\u53ca\uff0c\u8b93\u5167\u5bb9\u5e73\u53f0\u7684\u4f9b\u7d66\u5074\uff08Supply Side\uff09\u5448\u6307\u6578\u7d1a\u7206\u70b8\u3002\u653b\u64ca\u8005\u5229\u7528 APIGC \u8173\u672c\uff0c\u53ef\u4ee5\u5728\u51cc\u6668 3 \u9ede\u767c\u52d5\u5e36\u4f86\u7684\u300c\u5167\u5bb9\u6d2a\u6c34\u4fe1\u606f\u566a\u97f3\u300d\u6d77\u562f\uff0c\u77ac\u9593\u7671\u7613\u4f60\u7684\u50b3\u7d71 KafkaMQ \u6d88\u8cbb\u96c6\u7fa4\u3002\u67b6\u69cb\u625b\u4e0d\u4f4f\u4e86<\/div><div class=\"ace-line ace-line old-record-id-MK1ndQ7m2oo0hrxKxRPcdeCSntd\">\u4f60\u9762\u81e8\u7684\u5177\u9ad4\u5a01\u8105\uff1a<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-Lpxcdhym2oPtnIx33yuc1qmSnFg\" data-list=\"bullet\"><div>\u540c\u8cea\u5316\u6c61\u67d3\uff1a90% \u7684\u65b0\u5167\u5bb9\u53ef\u80fd\u662f\u8a9e\u7fa9\u91cd\u8907\u7684 AI \u6d17\u7a3f\uff0c\u5c0e\u81f4\u7528\u6236\u9996\u9801\u5168\u662f\u5783\u573e\u4fe1\u606f\uff0c\u56b4\u91cd\u5f71\u97ff\u7559\u5b58\u7387\uff08Retention\uff09\u3002<\/div><\/li><li class=\"ace-line ace-line old-record-id-RQwHd1bhvoVwNOx55SwcuRFQnIe\" data-list=\"bullet\"><div>\u71b1\u9ede\u5ef6\u9072\uff1a\u7576\u300c\u67d0\u660e\u661f\u5b98\u5ba3\u300d\u6216\u300c\u7a81\u767c\u65b0\u805e\u300d\u7206\u767c\u6642\uff0c\u50b3\u7d71 MQ \u7684\u78c1\u76e4 I\/O \u74f6\u9838\u5c0e\u81f4 Feed \u6d41\u66f4\u65b0\u5ef6\u9072\u8d85\u904e 10 \u79d2\uff0c\u6d41\u91cf\u76f4\u63a5\u88ab\u7af6\u5c0d\u5438\u8d70\u3002<\/div><\/li><li class=\"ace-line ace-line old-record-id-EA6Fd3csKoPU0QxwCDpc6Bponue\" data-list=\"bullet\"><div>\u7b97\u529b\u7a7a\u8f49\uff1a\u6602\u8cb4\u7684\u63a8\u85a6\u7b97\u529b\u88ab\u6d6a\u8cbb\u5728\u8655\u7406\u4f4e\u8cea\u91cf\u7684 Spam \u5167\u5bb9\u4e0a\uff0c\u5c0e\u81f4\u963f\u91cc\u96f2\/AWS \u8cec\u55ae\u6beb\u7121\u610f\u7fa9\u5730\u98c6\u5347\uff0c\u964d\u672c\u589e\u6548\u6210\u70ba\u7a7a\u8ac7\u3002<\/div><\/li><\/ul><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0546d0 elementor-widget elementor-widget-heading\" data-id=\"c0546d0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">02. \u4e09\u5927\u6838\u5fc3\u50f9\u503c\uff1aRedis Stream \u5982\u4f55\u5728 AIGC \u6642\u4ee3\u5efa\u7acb\u6beb\u79d2\u7d1a\u9632\u7dda<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ebdcf3 elementor-widget elementor-widget-text-editor\" data-id=\"9ebdcf3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u00a0\u91dd<span style=\"letter-spacing: 0px;\">\u5c0d\u9ad8\u4e26\u767c\uff08High Concurrency\uff09\u793e\u4ea4\u5834\u666f\uff0cRedis Stream \u76f8\u6bd4\u50b3\u7d71 Kafka\/RabbitMQ\uff0c\u63d0\u4f9b\u4e86\u66f4\u4f4e\u5ef6\u9072\u7684<\/span><strong style=\"letter-spacing: 0px;\">\u5167\u5b58\u7d1a\uff08In-Memory\uff09<\/strong><span style=\"letter-spacing: 0px;\">\u89e3\u6c7a\u65b9\u6848\u3002<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f9ee543 elementor-widget elementor-widget-heading\" data-id=\"f9ee543\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">\u50f9\u503c\u4e00\uff1a\u5343\u842c\u7d1a\u5167\u5bb9\u7684\u300c\u539f\u5b50\u7d1a\u300d\u5be6\u6642\u53bb\u91cd<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a761ec3 elementor-widget elementor-widget-text-editor\" data-id=\"a761ec3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"CrVId1JAwoKvX2xe4HVcwX2CnSW\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-HRjIdZTQuokWIbxHIo2cgS4dnUd\"><div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-M8DbdRZ99oicrRxwtJgcLQcEnjg\">\u50b3\u7d71\u67b6\u69cb\u4f9d\u8cf4\u5f8c\u7aef\u7570\u6b65\u6e05\u6d17\uff0c\u4f46\u5728 AIGC \u6642\u4ee3\uff0c\u5783\u573e\u5167\u5bb9\u5fc5\u9808\u5728\u9032\u5165\u63a8\u85a6\u6c60\u4e4b\u524d\u88ab\u6514\u622a\u3002 \u75db\u9ede\uff1a \u6d77\u91cf AI \u751f\u6210\u7684\u91cd\u8907\u5167\u5bb9\uff08Duplicate Content\uff09\u4f54\u7528 40%+ \u7684\u5e36\u5bec\uff0c\u5c0e\u81f4\u7528\u6236\u9ad4\u9a57\u6975\u5dee\u3002 Redis Stream \u7684\u61c9\u5c0d\uff1a \u7d50\u5408 <code>XADD<\/code> \u8207 Bloom Filter\uff08\u5e03\u9686\u904e\u6ffe\u5668\uff09\u6216 Lua \u8173\u672c\u3002\u5728\u6d88\u606f\u5beb\u5165 Stream \u7684\u6beb\u79d2\u7d1a\u77ac\u9593\uff0c\u5229\u7528 Redis \u7684\u539f\u5b50\u6027\u57f7\u884c\u6307\u7d0b\u6bd4\u5c0d\u3002\u5c07\u5167\u5bb9\u751f\u7522 ID \u6620\u5c04\u70ba Hash\uff0c\u5beb\u5165\u524d\u5373\u6642\u5224\u5b9a\u3002<\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc549d9 elementor-widget elementor-widget-heading\" data-id=\"cc549d9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">\u50f9\u503c\u4e8c\uff1a\u57fa\u65bc\u512a\u5148\u7d1a\u7684\u6d88\u8cbb\u8005\u7fa4\u7d44\uff08Consumer Groups\uff09\u7cbe\u7d30\u5316\u904b\u71df<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eb06299 elementor-widget elementor-widget-text-editor\" data-id=\"eb06299\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"WpsfdxhNToS4KtxinlycnzfUnuC\" data-lark-html-role=\"root\" data-docx-has-block-data=\"true\"><div class=\"old-record-id-TxWMdOKH6oeXzRxh4NycQpaknEe\" data-type=\"sheet\"><div data-page-id=\"CrVId1JAwoKvX2xe4HVcwX2CnSW\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-LTykdYr0hoWYb5xCsNcc29Henhd\"><div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-GCNLd2uc7osQblx3WYycn6obnsd\">\u4e26\u975e\u6240\u6709\u5167\u5bb9\u90fd\u751f\u800c\u5e73\u7b49\u3002\u982d\u90e8 KOL \u7684\u767c\u5e03\u9700\u8981\u300c\u79d2\u7d1a\u300d\u89f8\u9054\u7c89\u7d72\uff0c\u800c\u666e\u901a AI \u751f\u6210\u5167\u5bb9\u53ef\u4ee5\u63a1\u53d6\u300c\u964d\u7d1a\u7b56\u7565\u300d\u3002<\/div><div class=\"ace-line ace-line old-record-id-NULjdc5sIohgjhxLUVgcJszznDb\">\u75db\u9ede\uff1a \u7a81\u767c\u6d41\u91cf\u4e0b\uff0c\u9ad8\u50f9\u503c\u5167\u5bb9\u88ab\u963b\u585e\u5728\u666e\u901a\u968a\u5217\u4e2d\uff0c\u5c0e\u81f4\u6838\u5fc3\u7528\u6236\u4e92\u52d5\u7387\uff08Engagement Rate\uff09\u4e0b\u964d\u3002<\/div><div class=\"ace-line ace-line old-record-id-RIfDdUGProuLdZxS9mFc0TI5nZd\">Redis Stream \u7684\u61c9\u5c0d\uff1a<\/div><div class=\"ace-line ace-line old-record-id-ESMIdK8UxoF6kKxIUcCcWwg8nme\">\u5229\u7528 Consumer Groups \u69cb\u5efa\u300c\u5feb\u6162\u8eca\u9053\u300d\u3002<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-OpuUd6m0qoTmAHxschPc9LgdnKg\" data-list=\"bullet\"><div>VIP Group\uff1a\u5c08\u9580\u8a02\u95b1\u9ad8\u6b0a\u91cd UserID \u7684\u6d88\u606f\u6d41\uff0c\u5206\u914d 80% \u7684\u9ad8\u7b97\u529b\u6d88\u8cbb\u8005\uff0c\u78ba\u4fdd &lt;10ms \u8655\u7406\u3002<\/div><\/li><li class=\"ace-line ace-line old-record-id-Mu6udcI9oovPnFxDMYJcgbYbnvd\" data-list=\"bullet\"><div>Standard Group\uff1a\u8655\u7406\u666e\u901a UGC\/AIGC \u5167\u5bb9\uff0c\u5141\u8a31\u9069\u7576\u7684\u6d88\u606f\u5806\u7a4d\uff08\u5229\u7528 <code>XREADGROUP<\/code> \u5be6\u73fe\u81ea\u52d5\u91cd\u8a66\u8207\u6d88\u606f\u6436\u4f54\uff09\u3002<\/div><\/li><\/ul><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fcd2a62 elementor-widget elementor-widget-heading\" data-id=\"fcd2a62\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">\u50f9\u503c\u4e09\uff1a\u6d41\u5f0f\u63a8\u9001\u5230\u5411\u91cf\u6aa2\u7d22\uff0c\u5be6\u73fe\u300c\u96f6\u6642\u5dee\u300d\u63a8\u85a6<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-845e4af elementor-widget elementor-widget-text-editor\" data-id=\"845e4af\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"old-record-id-N8medFksqoqtm6xbllLcm5MUnBf\">\u5343\u554f\u7b49\u5927\u6a21\u578b\u4e0d\u50c5\u7522\u751f\u5167\u5bb9\uff0c\u9084\u80fd\u8ce6\u80fd\u5167\u5bb9\u7406\u89e3\u3002\u95dc\u9375\u662f\u5982\u4f55\u5c07\u7406\u89e3\u904e\u7a0b\u5be6\u6642\u5316\u3002 \u75db\u9ede\uff1a \u50b3\u7d71 ETL \u6d41\u7a0b\uff08\u65e5\u8a8c-&gt;\u6578\u5009-&gt;\u8a13\u7df4-&gt;\u4e0a\u7dda\uff09\u5c0e\u81f4\u65b0\u5167\u5bb9\u6709\u300c\u51b7\u555f\u52d5\uff08Cold Start\uff09\u300d\u76f2\u5340\uff0c\u7121\u6cd5\u5373\u6642\u63a8\u85a6\u3002 Redis Stream \u7684\u61c9\u5c0d\uff1a \u69cb\u5efa <code>Stream -&gt; Inference -&gt; Vector<\/code> \u7684\u5be6\u6642\u7ba1\u9053\u3002 \u6d88\u8cbb\u8005\u5f9e Stream \u8b80\u53d6\u6587\u672c\uff0c\u76f4\u63a5\u8abf\u7528 Qwen API \u751f\u6210 Embedding\uff0c\u6beb\u79d2\u7d1a\u5beb\u5165\u5411\u91cf\u6578\u64da\u5eab\uff08\u5982 Redis Stack \u7684 Vector Search\uff09\u3002\u7528\u6236\u5237\u65b0 Feed \u6d41\u6642\uff0c\u76f4\u63a5\u9032\u884c ANN \u641c\u7d22\u3002<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-302cdab elementor-widget elementor-widget-heading\" data-id=\"302cdab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">\u4e09\u3001\u7d50\u8ad6\uff1a\u88ab\u52d5\u7b49\u5f85\u662f\u6162\u6027\u81ea\u6bba\uff0c\u4e3b\u52d5\u5347\u7d1a\u624d\u662f\u751f\u5b58\u4e4b\u9053<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c5c631 elementor-widget elementor-widget-text-editor\" data-id=\"3c5c631\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div data-page-id=\"Ag2adyYXronDYNxBXGJcmoeZnWh\" data-lark-html-role=\"root\" data-docx-has-block-data=\"false\"><div class=\"ace-line ace-line old-record-id-AgpAdVbYjo9dsyxdMnwcIFmLnfh\">\u5728 Alibaba Qwen \u5f15\u9818\u7684 AI \u5167\u5bb9\u7206\u767c\u671f\uff0c\u6d41\u91cf\u7684\u672c\u8cea\u5df2\u7d93\u6539\u8b8a\uff1a\u901f\u5ea6\u5373\u662f\u76f8\u95dc\u6027\u3002<\/div><div class=\"ace-line ace-line old-record-id-KZu8dzxRJovmH6xtdd9c4aYOnqc\">\u60a8\u73fe\u5728\u9762\u81e8\u4e00\u500b\u4e8c\u9078\u4e00\u7684\u5c40\u9762\uff1a<\/div><ol class=\"list-number1\" start=\"1\"><li class=\"ace-line ace-line old-record-id-H3K0ddznzoFMSoxVELocPDEEnKc\" data-list=\"number\"><div>\u7e7c\u7e8c\u4f7f\u7528\u820a\u67b6\u69cb\uff0c\u770b\u8457\u9ad8\u50f9\u503c\u5167\u5bb9\u6df9\u6c92\u5728 AI \u751f\u6210\u7684\u566a\u97f3\u4e2d\uff0c\u7528\u6236\u9010\u6f38\u6d41\u5931\u3002<\/div><\/li><li class=\"ace-line ace-line old-record-id-HRNFdV9hHoaQQEx7H3ZcHkiInVc\" data-list=\"number\"><div>\u7acb\u5373\u5f15\u5165 Redis Stream\uff0c\u69cb\u5efa\u4e00\u5957\u80fd\u904e\u6ffe\u566a\u97f3\u3001\u512a\u5148\u5206\u767c\u3001\u5be6\u6642\u63a8\u85a6\u7684\u73fe\u4ee3\u5316\u5167\u5bb9\u5f15\u64ce\u3002<\/div><\/li><\/ol><div class=\"ace-line ace-line old-record-id-JdbodFgkAoQXF8xlhhJcjWJ8nF5\">\u7acb\u5373\u884c\u52d5\uff0c\u596a\u56de\u6d41\u91cf\u63a7\u5236\u6b0a\uff1a<\/div><div class=\"ace-line ace-line old-record-id-Dm2hdqf7Qoqz4sxJxc1cmgDBnad\">\u8acb\u5728 5 \u5206\u9418\u5167\u8207\u60a8\u7684 CTO \u6216\u67b6\u69cb\u5e2b\u78ba\u8a8d\u4ee5\u4e0b\u4e09\u500b\u6307\u6a19\uff0c\u5982\u679c\u4efb\u610f\u4e00\u500b\u4e0d\u9054\u6a19\uff0c\u8acb\u7acb\u5373\u555f\u52d5\u67b6\u69cb\u5347\u7d1a\uff1a<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-U7Podo79RoYP9BxDjGjc4pSNnmb\" data-list=\"bullet\"><div>\u6307\u6a19 1\uff1a\u5167\u5bb9\u5f9e\u7528\u6236\u9ede\u64ca\u300c\u767c\u5e03\u300d\u5230\u51fa\u73fe\u5728\u7c89\u7d72\u9996\u9801\uff0c\u662f\u5426 &lt; 1 \u79d2\uff1f<\/div><\/li><li class=\"ace-line ace-line old-record-id-EbO7dcrCMoEUyrx23SHcxSj7n8f\" data-list=\"bullet\"><div>\u6307\u6a19 2\uff1a\u662f\u5426\u5177\u5099\u5728 10 \u6beb\u79d2\u5167\u8b58\u5225\u4e26\u6514\u622a AI \u91cd\u8907\u5167\u5bb9\u7684\u80fd\u529b\uff1f<\/div><\/li><li class=\"ace-line ace-line old-record-id-U65BdjbE6ogZZVxofK9cwTjJnGd\" data-list=\"bullet\"><div>\u6307\u6a19 3\uff1a\u9ad8\u50f9\u503c KOL \u7684\u5167\u5bb9\u662f\u5426\u64c1\u6709\u7368\u7acb\u65bc\u666e\u901a\u5167\u5bb9\u7684\u512a\u5148\u8655\u7406\u901a\u9053\uff1f<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-Q9QWdMtD3o0Df0x2JTTcaf5EnQc\">\u4e0d\u8981\u8b93\u60a8\u7684\u5e73\u53f0\u6210\u70ba AI \u6642\u4ee3\u7684\u300c\u4fe1\u606f\u5783\u573e\u5834\u300d\u3002<\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/redis-enterprise-database\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to the Redis Product Page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34998 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-redis tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/redis-aigc-feed-optimization\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png\" class=\"attachment-full size-full wp-image-34919\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-300x159.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-768x408.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-600x319.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/redis-aigc-feed-optimization\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRainbow Solutions] Ali's Thousand Questions: How Redis Stream can tame tens of millions of streams in milliseconds?\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>AIGC has spawned a huge amount of information and news, and it is difficult for traditional message queues to support the high concurrency of tens of millions of information streams. This article explains how to combine Bloom Filter, Consumer Groups, and Vector Retrieval with Redis Stream to realize milliseconds content de-weighting, priority distribution, and real-time recommendation, which can solve the problems of feed stream delay and content homogenization.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-aigc-feed-optimization\/\" aria-label=\"Read more about How Redis Stream can tame tens of millions of information streams in milliseconds?\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 28, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34917 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-redis tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/redis-graph-database-bank-aml-regtech\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1024\" height=\"544\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png\" class=\"attachment-full size-full wp-image-34919\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1.png 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-300x159.png 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-768x408.png 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-18x10.png 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/05\/72bc546a-0851-480a-a589-1f4ed5a5bc0b-1024x544-1-600x319.png 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/redis-graph-database-bank-aml-regtech\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRedis + Graph Database: Bank AML and Anti-fraud Real-Time Risk Control Architecture\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Banks dealing with AML and anti-fraud often face the tension between real-time decision-making and in-depth investigation. In this paper, we analyze how Redis (real-time scoring) and ArangoDB (graph database correlation analysis) can be perfectly divided into different roles and combined with Decisions to automate the process to meet the HKMA compliance guidelines and create a millisecond RegTech defense.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-graph-database-bank-aml-regtech\/\" aria-label=\"Read more about Redis + Graph Database: Bank AML and Anti-fraud Real-time Risk Control Architecture\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tMay 27, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-34445 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-redis tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"2560\" height=\"1707\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d.jpeg\" class=\"attachment-full size-full wp-image-34451\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d.jpeg 2560w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-300x200.jpeg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1024x683.jpeg 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-768x512.jpeg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-1536x1024.jpeg 1536w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-2048x1366.jpeg 2048w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-18x12.jpeg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/04\/\u91d1\u878d-600x400.jpeg 600w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\tRainbow Solutions] 2026 Procurement Committee Must-Have: Hong Kong Bank Redis Procurement Checklist (Open Source vs Enterprise Decision Framework)\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>The HKMA has repeatedly emphasized risk-based and principle-driven requirements in recent years, and has brought the risk of third-party IT solutions to the forefront, meaning that it's fine to turn on Maintenance or Redis Enterprise, but you have to prove that the \"controls work\" rather than that the \"tool is famous\".<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/redis-finance\/\" aria-label=\"Read more about HongKong Solutions] 2026 Procurement Committee Must-Have: Hong Kong Bank Redis Procurement Checklist (Open Source vs Enterprise Decision Framework)\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tApril 27, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"33\" 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This article explains how to combine Bloom Filter, Consumer Groups, and Vector Retrieval with Redis Stream to realize milliseconds content de-weighting, priority distribution, and real-time recommendation, which can solve the problems of feed stream delay and content homogenization.<\/p>","protected":false},"author":1,"featured_media":34919,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[18],"tags":[40,36],"class_list":["post-34998","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-redis","tag-36"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/comments?post=34998"}],"version-history":[{"count":6,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/revisions"}],"predecessor-version":[{"id":35005,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/revisions\/35005"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/34919"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=34998"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=34998"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=34998"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}