{"id":54562,"date":"2026-07-08T10:13:47","date_gmt":"2026-07-08T02:13:47","guid":{"rendered":"https:\/\/www.1ai.net\/?p=54562"},"modified":"2026-07-08T10:13:47","modified_gmt":"2026-07-08T02:13:47","slug":"%e6%b8%af%e5%a4%a7%e5%bc%80%e6%ba%90-ai-%e6%99%ba%e8%83%bd%e4%bd%93%e5%af%bc%e5%b8%88-deeptutor-v1-5","status":"publish","type":"post","link":"https:\/\/www.1ai.net\/en\/54562.html","title":{"rendered":"HeadTutor v1.5"},"content":{"rendered":"<p>July 8 News.<a href=\"https:\/\/www.1ai.net\/en\/tag\/%e6%b8%af%e5%a4%a7\" title=\"[Sees articles with labels]\" target=\"_blank\" >HKU<\/a>HKUDS HAS RECENTLY BEEN RELEASED<a href=\"https:\/\/www.1ai.net\/en\/tag\/%e5%bc%80%e6%ba%90\" title=\"[View articles tagged with [open source]]\" target=\"_blank\" >Open Source<\/a> AI <a href=\"https:\/\/www.1ai.net\/en\/tag\/%e6%99%ba%e8%83%bd%e4%bd%93\" title=\"[View articles tagged with [intelligent body]]\" target=\"_blank\" >Agent<\/a>Coach <a href=\"https:\/\/www.1ai.net\/en\/tag\/deeptutor\" title=\"_Other Organiser\" target=\"_blank\" >DeepTutor<\/a> v1.5, this version has completed several upgrades on document resolution engine, RAG ingestion line and Python 3.14+ compatibility\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-54563\" title=\"24878b34j00thu3hs001md000uium\" src=\"https:\/\/www.1ai.net\/wp-content\/uploads\/2026\/07\/24878b34j00thu3hs001md000u000ium.jpg\" alt=\"24878b34j00thu3hs001md000uium\" width=\"1080\" height=\"678\" \/><\/p>\n<p>DeepTuto's core design is to integrate the six components of chat, testing, research, visualization, problem resolution and learning path planning into the same smart-body closed loop, so that students do not need to interrupt back-stage engines when they switch between assignments, and learning context and multi-level memory will automatically synchronize\u3002<\/p>\n<p>USING A HYBRID PERSONALIZED ENGINE, THE SYSTEM COMBINES STATIC KNOWLEDGE TRACER (SKG) WITH DYNAMIC LEARNER MEMORY (DPM) BY PLACING EACH INTERACTIVE TRAJECTORY IN A MULTI-RESOLUTION LEARNER'S IMAGE THROUGH THE \"TRACE THE FOREST\" MECHANISM, SO THAT EACH STEP OF THE LEARNING CONCLUSIONS GIVEN BY AI CAN BE TRACED BACK TO SPECIFIC TEXT EVIDENCE OR ERROR RECORDS\u3002<\/p>\n<p>GitHub:<\/p>\n<p>gythub.com\/HKUDS\/DeepTutor<\/p>","protected":false},"excerpt":{"rendered":"<p>On July 8th, the Hong Kong Big Data Intelligence Laboratory (HKUDS) recently released the Open Source AI Smart Body Mentor DeepTutur v. 1.5, which completed several upgrades on document decomposition engines, RAG intake pipe lines and Python 3.14+ compatibility. DeepTuto's core design is to integrate the six components of chat, testing, research, visualization, problem resolution and learning path planning into the same smart-body closed loop, so that students do not need to interrupt back-stage engines when they switch between assignments, and learning context and multi-level memory will automatically synchronize. The system uses a hybrid individualized engine, combining static knowledge traceability (SKG) and dynamic learner memory (DPM), to track each interaction through the \"Trace Forests\" mechanism<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[146],"tags":[8642,219,1355,1480],"collection":[],"class_list":["post-54562","post","type-post","status-publish","format-standard","hentry","category-news","tag-deeptutor","tag-219","tag-1355","tag-1480"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts\/54562","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/comments?post=54562"}],"version-history":[{"count":0,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/posts\/54562\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/media?parent=54562"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/categories?post=54562"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/tags?post=54562"},{"taxonomy":"collection","embeddable":true,"href":"https:\/\/www.1ai.net\/en\/wp-json\/wp\/v2\/collection?post=54562"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}