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AIED.HK Editorial
AI Product News Commentary
OpenAI 于 2026 年 9 月 3 日发布 GPT-6 Astra，并引发关于 AGI 是否已经到来的讨论。本文将这一说法视为需要归属的主张，而非已确立的共识。教育眼前的挑战，是分清 AI 能产出什么，以及学习者能独立解释、质疑和迁移什么，再以更强的代理能力支持真正的学习。
AIED.HK Editorial
AI Product News Commentary
Anthropic 于 2026 年 9 月 1 日发布 Claude Fable 5.1，强化长程编程与知识工作能力，并降低缓存读取价格。AIED 的机会，是加快从教学构想到可审查原型与研究分析的循环；真正的考验，是能否把速度转化为更好的教学与可信证据，同时计入总成本、数据条件和人工审核。
Yearim Kim, Njun Baek, Nojun Kwak
CHI 2026 Workshop on Understanding and Engaging Critical Resistance to AI in Education
Kim, Baek and Kwak present PedaCo, an AI-video workflow that lets educators revise scripts against multimedia-learning principles before synthesis and then checks the rendered video with automated pedagogical metrics. Twenty-three educators rated reviewed videos higher than baselines, while a 14-video comparison improved coherence and temporal alignment. The workshop study did not measure student learning or long-term teacher workload.
OpenAI, Anthropic, Google for Education
AI Product and Learning Report
Product news: ChatGPT now ranks plugin recommendations partly by continued use after installation and adds more time-aware answers, while Claude Code 2.1.239 distinguishes cloud-synced plugins from local installations and makes a data-residency cost premium visible. Gemini for Education supplies the institutional purpose boundary across teaching, learning and work. Together, the updates make tool selection, context, cost and human review part of AI workflow literacy.
Weihao Qu, Ling Zheng, Chris Buzaid, Daniel Crawford
arXiv preprint
Qu and colleagues describe LearnAI, a university framework that paired short course-embedded introductions across 18 courses with optional one-to-one co-creation led by trained undergraduate tutors. Thirty-five clients produced 36 portfolios and more than 20 deployed applications. Interviews and a seven-person readiness comparison are preliminary, so the report supports feasibility and design learning rather than causal claims about skill growth.
Anthropic
AI Product and Learning Report
Product news: Claude Code 2.1.237 introduces a built-in Concise output style and fixes prompt caching for sessions that use an LLM gateway or custom base URL. The release can reduce narration and repeated processing, but brevity and cache efficiency do not establish correctness. Educational teams should preserve task requirements, evidence, tests, and review notes outside the presentation style.