{"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\">The flow anxiety after Ali's billion users: How Redis Stream tames tens of millions of streams in milliseconds?<\/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 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200-200s200 89.7 200 200c0 43.2-13.9 83.2-37.3 115.9z\"><\/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-author\">\n\t\t\t\t\t\t\t\t\t\tHongKeTechnology\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<li class=\"elementor-icon-list-item elementor-repeater-item-a689c23 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2026\/05\/28\/\">\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-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 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\">With Alibaba Qwen (Tongyi Qianwen) announcing this month that its C-suite monthly activity (MAU) exceeded 100 million, the threshold of content production has been completely leveled by AI. For social media platforms like Weibo and Xiaohongshu, this is not only a technological revelry, but also a nightmare for infrastructure.<\/div><div class=\"ace-line ace-line old-record-id-C4kudII6ToncPExs5agcIa3EnQc\">While AIGC tools can generate thousands of \"high-fidelity\" seeding texts in less than a second, traditional message queuing architectures are on the verge of a \"cache hit\". Is your feed system still stuck in the old days of \"feed first, distribute later\"? With QPS (Queries Per Second) surging by 10x, a delay of over 200ms means a loss of users. This is not simply a matter of capacity expansion, it is a race to the death between processing speed and spam.<\/div><div class=\"ace-line ace-line old-record-id-Ro67dZsnnoydGxxy2L8coo0ondf\">If your recommendation algorithms are still feeding users repetitive AI content generated 5 minutes ago, your platform's user mindset is already \"dead\". In this article, we will reveal how to leverage Redis Stream to build a lightweight, high-throughput real-time processing stack that turns tens of millions of content streams into realizable traffic assets.<\/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. Introduction:<span style=\"font-style: inherit;letter-spacing: 0px\">AIGC brings a tsunami of \"information noise\" that traditional MQ architectures can't cope with.<\/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\">The popularity of big models such as Ali Qianqian has led to an exponential explosion in the Supply Side of content platforms. Attackers using APIGC scripts can launch a tsunami of \"content flood information noise\" at 3am, instantly paralyzing your traditional KafkaMQ consumer cluster. The architecture can't take it anymore.<\/div><div class=\"ace-line ace-line old-record-id-MK1ndQ7m2oo0hrxKxRPcdeCSntd\">The specific threat you face:<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-Lpxcdhym2oPtnIx33yuc1qmSnFg\" data-list=\"bullet\"><div>Homogenization Pollution: 90%'s new content may be semantically repetitive AI shuffling, resulting in a user's homepage full of spam, which seriously affects Retention.<\/div><\/li><li class=\"ace-line ace-line old-record-id-RQwHd1bhvoVwNOx55SwcuRFQnIe\" data-list=\"bullet\"><div>Hotspot delay: When \"a star's official announcement\" or \"breaking news\" breaks, the disk I\/O bottleneck of traditional MQ causes the feed stream to be delayed by more than 10 seconds, and the traffic is directly sucked away by the competitors.<\/div><\/li><li class=\"ace-line ace-line old-record-id-EA6Fd3csKoPU0QxwCDpc6Bponue\" data-list=\"bullet\"><div>Arithmetic power idle: Expensive recommended arithmetic power is wasted on processing low-quality Spam content, resulting in a meaningless surge in Aliyun\/AWS bills and empty talk about cost reduction and efficiency.<\/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. Three Core Values: How Redis Stream Builds Millisecond Defense in the AIGC Era<\/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;\">For High Concurrency social scenarios, Redis Stream offers lower latency than traditional Kafka\/RabbitMQ.<\/span><strong style=\"letter-spacing: 0px;\">In-Memory<\/strong><span style=\"letter-spacing: 0px;\">Solution.<\/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\">Value 1: \"Atomic-scale\" real-time de-duplication of tens of millions of pieces of content<\/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\">The traditional architecture relies on asynchronous cleansing in the backend, but in the AIGC era, Duplicate Content must be blocked before entering the Recommendation Pool. Pain point: Duplicate Content generated by massive AI takes up 40%+ bandwidth, resulting in poor user experience. Redis Stream's Response: Combining <code>XADD<\/code> With Bloom Filter or Lua scripts. Performs fingerprint matching in the milliseconds it takes for a message to be written to the Stream, utilizing the atomicity of Redis. Maps content production IDs to a hash and determines them in real time before writing.<\/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\">Value 2: Refinement of operations based on prioritized Consumer Groups<\/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\">Not all content is created equal. While head KOLs need to reach their fans in seconds, ordinary AI-generated content can adopt a \"degradation strategy\".<\/div><div class=\"ace-line ace-line old-record-id-NULjdc5sIohgjhxLUVgcJszznDb\">Pain point: Under unexpected traffic, high-value content is blocked in the general queue, resulting in a decrease in the Engagement Rate of core users.<\/div><div class=\"ace-line ace-line old-record-id-RIfDdUGProuLdZxS9mFc0TI5nZd\">Redis Stream response:<\/div><div class=\"ace-line ace-line old-record-id-ESMIdK8UxoF6kKxIUcCcWwg8nme\">Use Consumer Groups to build \"fast and slow lanes\".<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-OpuUd6m0qoTmAHxschPc9LgdnKg\" data-list=\"bullet\"><div>VIP Group: Specialized in subscribing to high-powered UserID streams, allocating 80% of high-computing power consumers to ensure &lt;10ms processing.<\/div><\/li><li class=\"ace-line ace-line old-record-id-Mu6udcI9oovPnFxDMYJcgbYbnvd\" data-list=\"bullet\"><div>Standard Group: handles normal UGC\/AIGC content, allowing for appropriate message stacking (utilizing the <code>XREADGROUP<\/code> (Realization of automatic retry and message snatching).<\/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\">Value 3: Streaming Push to Vector Retrieval for \"Zero-Delay\" Recommendations<\/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\">Big models such as Thousand Questions not only generate content, but also enable content understanding. The key is how to realize the understanding process in real time. Pain point: Traditional ETL process (logging-&gt;warehousing-&gt;training-&gt;uploading) leads to a \"Cold Start\" blind spot for new content, which prevents immediate recommendation. Redis Stream's Solution: Architecture <code>Stream -&gt; Inference -&gt; Vector<\/code> The real-time pipeline. Consumers read text from the Stream, directly call Qwen API to generate Embedding, and write it into a vector database (e.g. Redis Stack's Vector Search) in milliseconds. When users refresh the Feed stream, they can directly perform ANN search.<\/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\">Conclusion: Passive waiting is chronic suicide, active upgrading is the way to survive.<\/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\">During the AI content explosion led by Alibaba Qwen, the nature of traffic has changed: speed is relevance.<\/div><div class=\"ace-line ace-line old-record-id-KZu8dzxRJovmH6xtdd9c4aYOnqc\">You are now faced with an either\/or situation:<\/div><ol class=\"list-number1\" start=\"1\"><li class=\"ace-line ace-line old-record-id-H3K0ddznzoFMSoxVELocPDEEnKc\" data-list=\"number\"><div>By continuing to use the old architecture and watching high-value content drown in AI-generated noise, users are gradually lost.<\/div><\/li><li class=\"ace-line ace-line old-record-id-HRNFdV9hHoaQQEx7H3ZcHkiInVc\" data-list=\"number\"><div>Introducing Redis Stream to build a modern content engine that filters out noise, prioritizes distribution, and recommends content in real time.<\/div><\/li><\/ol><div class=\"ace-line ace-line old-record-id-JdbodFgkAoQXF8xlhhJcjWJ8nF5\">Act now to take back control of your traffic:<\/div><div class=\"ace-line ace-line old-record-id-Dm2hdqf7Qoqz4sxJxc1cmgDBnad\">Please confirm the following three metrics with your CTO or architect within 5 minutes, and if any one of them is not met, please initiate an architecture upgrade immediately:<\/div><ul class=\"list-bullet1\"><li class=\"ace-line ace-line old-record-id-U7Podo79RoYP9BxDjGjc4pSNnmb\" data-list=\"bullet\"><div>Indicator 1: Is it &lt; 1 second from the time the user clicks &quot;Publish&quot; to the time the content appears on the fan page?<\/div><\/li><li class=\"ace-line ace-line old-record-id-EbO7dcrCMoEUyrx23SHcxSj7n8f\" data-list=\"bullet\"><div>Metric 2: Ability to recognize and intercept AI duplicate content within 10 milliseconds?<\/div><\/li><li class=\"ace-line ace-line old-record-id-U65BdjbE6ogZZVxofK9cwTjJnGd\" data-list=\"bullet\"><div>Indicator 3: Does high-value KOL content have priority access independent of regular content?<\/div><\/li><\/ul><div class=\"ace-line ace-line old-record-id-Q9QWdMtD3o0Df0x2JTTcaf5EnQc\">Don't let your platform become an AI-era \"information dump\".<\/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-37312 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-knowbe4 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\/healthcare-cybersecurity-ai-agents-hong-kong-knowbe4\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1.webp\" class=\"attachment-full size-full wp-image-37224\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/pexels-hillaryfox-1595391-scaled-1-1024x683-1-600x400.webp 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\/healthcare-cybersecurity-ai-agents-hong-kong-knowbe4\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Insights] Cybersecurity in Healthcare and Defense Strategies Against AI Agents \u2013 Digital Healthcare Security White Paper\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Hackers Are Targeting Healthcare Organizations! An IBM report indicates that the cost of a healthcare data breach can reach as high as $7.42 million. This white paper analyzes the risks associated with telemedicine, AI agent prompt injection, and KnowBe4 cybersecurity training to help Hong Kong healthcare organizations strengthen their security defenses.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/healthcare-cybersecurity-ai-agents-hong-kong-knowbe4\/\" aria-label=\"Read more about [Hongke Insights] Cybersecurity in Healthcare and Defense Strategies Against AI Agents \u2013 Digital Healthcare Security White Paper\" 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\tSeptember 11, 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-37122 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-pico tag-68\" 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\/mercedes-benz-e260l-engine-start-failure-can-bus-diagnostics\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img decoding=\"async\" width=\"900\" height=\"383\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe.jpg\" class=\"attachment-full size-full wp-image-37124\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe.jpg 900w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe-300x128.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe-768x327.jpg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe-18x8.jpg 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/\u5c01\u9762\u56fe-600x255.jpg 600w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/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\/mercedes-benz-e260l-engine-start-failure-can-bus-diagnostics\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Case Study Details] 2015 Mercedes-Benz E260L Won\u2019t Start? CAN Bus Troubleshooting and Pico Oscilloscope Diagnosis Case Study\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An In-Depth Analysis of the 2015 Mercedes-Benz E260L Engine Failure to Start and Starter Motor Malfunction. Demonstrates how to use a Pico automotive oscilloscope to analyze CAN E-bus waveforms, accurately pinpointing a CAN L\/H short to ground and water ingress in the A90 collision prevention control module, and provides professional B2B automotive circuit and CAN bus diagnostic solutions.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/mercedes-benz-e260l-engine-start-failure-can-bus-diagnostics\/\" aria-label=\"Read more about [Hongke Case Study] 2015 Mercedes-Benz E260L: Engine Won\u2019t Start? CAN Bus Troubleshooting and Pico Oscilloscope Diagnosis Case Study\" 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\tSeptember 8, 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-37010 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-msr tag-52\" 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\/lithium-battery-sea-freight-impact-data-logger-aspion\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"651\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/12d4fec9-5b7a-446e-b2fe-83b215163507.jpg\" class=\"attachment-full size-full wp-image-37014\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/12d4fec9-5b7a-446e-b2fe-83b215163507.jpg 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/12d4fec9-5b7a-446e-b2fe-83b215163507-300x254.jpg 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/12d4fec9-5b7a-446e-b2fe-83b215163507-14x12.jpg 14w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/09\/12d4fec9-5b7a-446e-b2fe-83b215163507-600x509.jpg 600w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/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\/lithium-battery-sea-freight-impact-data-logger-aspion\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] Safety Solution for Long-Distance Ocean Transport of Lithium Batteries \u2013 Shengweino International Case Study\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>How Can Thermal Runaway and Impact Damage Be Prevented During Long-Distance Ocean Transport of Lithium-Ion Batteries? Shengweino International uses Hongke\u2019s ASPION G-Log 2 shock recorder to precisely monitor container impacts (G-forces) and changes in temperature and humidity throughout the entire journey, creating a comprehensive transport environment history and improving the efficiency of logistics claims processing and quality tracking. Learn more about our B2B lithium-ion battery ocean freight safety monitoring solutions now!<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/lithium-battery-sea-freight-impact-data-logger-aspion\/\" aria-label=\"Read more about [Hongke Solutions] Safety Solutions for Long-Distance Ocean Transport of Lithium-Ion Batteries \u2013 Shengweino International Case Study\" 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\tSeptember 3, 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=\"39\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/34998\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<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>","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,"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}]}}