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Headlines · 5

  1. Tencent Begins Beta of Screen-Aware AI Game Companion 鹅次元

    Tencent began the internal beta of 鹅次元, a Windows AI game companion that can reportedly interpret on-screen game information and interact with players in real time. According to Tencent product details cited by DataEye, it uses visual recognition, multimodal dialogue, character memory, text and voice messages, and real-time calls, while supporting companion chat through PC and mobile QQ. The beta includes characters 夏夏, 沈露白, 谷雨, and 贝拉, although DataEye says 贝拉 is not yet open; desktop-pet, wallpaper, speech-substitute, and voice-changing features are described as forthcoming.

    IT之家 AI · 🔥 16
  2. QQ HarmonyOS 9.2.80 beta adds AI photo repair and group controls

    QQ’s HarmonyOS app began an invitation test for version 9.2.80 (3570) in Huawei AppGallery on October 30, with installation requiring an SMS invitation link and testing scheduled through November 20, 2026. IT之家 listed AI repair for Space albums, view counts for Space posts, timed and individual-member group muting, phone-number recognition, partial selection of plain-text messages, a simple mode, group notification improvements and group file optimizations.

    IT之家 AI · 🔥 0
  3. HKU Lab Open-Sources DeepTutor AI Tutoring System

    The University of Hong Kong Data Intelligence Lab developed DeepTutor, an open-source AI personalized learning system reportedly exceeding 42,000 GitHub stars. The unofficial source 即刻 · AI探索站 says it can build knowledge bases from textbooks, papers and PDFs, explain topics, answer questions and generate exercises. It also reports support for deep research, visualization, long-term memory, QQ and WeChat integration, and local deployment under the Apache 2.0 license.

    即刻 · AI探索站 · 🔥 0
  4. OPPO details ColorOS October update: AI note summaries, link drag-and-drop

    OPPO published the contents of its October ColorOS experience upgrade, in which Xiaobu Memory's quick-note feature gains AI summarization to sort recorded content, plus new home-screen cards for quick notes and bills. Xiaobu Memory can also create memories from imported images or camera photos, merging several related pictures into one memory, while Xiaobu Assistant's AI briefing now fuses multi-dimensional information with a user's trips, schedule and habits to offer suggestions. Other changes include dragging link cards from chats into other apps via Content Portal, exporting AI Paipai scans as PDF, Word, PPT and Excel, and full-screen playback and parallel views for car display mirroring. OPPO said the rollout began in batches on September 22 and will complete by October 31, covering OPPO and OnePlus devices on ColorOS 16 and above plus realme devices on ColorOS 17.

    IT之家 AI · 🔥 0
  5. Tencent's Marvis AI assistant arrives on HarmonyOS app market

    Tencent's personal AI assistant Marvis launched on Huawei's HarmonyOS app market on October 15, an arrival announced by Tencent public relations director Zhang Jun. The HarmonyOS edition matches the Android and iOS versions, supporting natural-language PC control, cross-device remote desktop control, scheduled tasks and smart file handling, and adds WeChat and QQ login so chat history and credit assets carry over between entry points. PingWest reported that the HarmonyOS build is version 1.2.5, requires HarmonyOS 6.1.0 (API 23) at minimum, and that its skills marketplace already carries more than a dozen official MCP integrations spanning office, travel and consumer scenarios. Tencent's claim that Marvis can do basically whatever other agents on the market can do has no independent third-party evaluation in the reports.

    IT之家 AI · 🔥 0

Experience and discussion from the community

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Understanding Claude Memory Design: Remembering Experience While Preserving Boundaries

An Agent can complete a task once by relying on the context and reasoning available at that moment. To avoid relearning lessons on the next task, it needs to turn past experience into reusable knowledge. The challenge is that experience is never an isolated action: it also includes the original goal, environment, and why the action worked. Remembering only “how we did it last time” may save redund…

AnthropicClaudeMemoryDreamingHarness

anthropic.comhttps://www.anthropic.com/research/components-of-agent-memory

AstrBot: An open-source all-in-one Agent chatbot platform that integrates with mainstream instant messaging apps.

What problem it solves Building conversational AI applications inside existing instant messaging workflows requires connecting models, platforms, agent capabilities, knowledge, and extensions. The project addresses this by providing a unified platform for personal companions, customer service, automation, and enterprise knowledge-base applications. Key features Agent and conversational AI capabili…

github.comhttps://github.com/AstrBotDevs/AstrBot

folia-major: A multi-platform music player for local files, Navidrome, and online streaming services, featuring animated lyrics.

What problem it solves Folia is centered on full-screen immersive lyric playback, supporting NetEase Cloud Music, Kugou, QQ Music, Navidrome and local music libraries, with the desktop version also supporting BoDian Music, YouTube Music, Spotify and Soda Music. Local songs need lyrics and cover art, so Folia matches them automatically against online sources or reads same-name lyric files from the …

github.comhttps://github.com/chthollyphile/folia-major