## 🔍 Core Insights **DeepSeek V4.1 Flash** has been officially released with open weights, drawing attention for its aggressive architecture of **552B total parameters** with only **8B** activated on input, scoring significantly higher than V4 Pro across the board except for world knowledge [6][12]. Meanwhile, **Anthropic**'s economics team has built a predictive model for AI's impact on employment, concluding that the "drastic" scenario is most likely by 2030 [1]; the head of **Codex** points out that the key to Agent deployment capability lies in the outer **Harness architecture** rather than a single model [11]. ## 🚀 Key Updates - **DeepSeek V4.1 Flash officially released with open weights** [12]: 552B total parameters, 8B activated on input, 16B activated on output, major architectural overhaul, scores significantly surpassing V4 Pro. - **Anthropic builds predictive model for AI's impact on employment** [1]: Centered on task decomposition, setting three scenarios for 2030—mild, significant, and drastic—with the authors judging the third to be most likely. - **Meituan releases "Agent Evaluation White Paper"** [4]: Systematically organizes the Agent evaluation framework around "four modules, three capabilities, two loops, one set of assets." - **Codex head discusses Agents and software maintenance** [11]: Coding Agents will eliminate the "long-term tax" of software maintenance, with the key lying in the outer Harness architecture rather than a single model. - **Samsung doubles down on AI glasses** [8]: Developing its first AI glasses equipped with an ultra-small display, expected to launch in H2 2027 or H1 2028. - **GPT-6 clears 48 levels of web CAPTCHAs** [13]: Reflects the industry trend of CAPTCHAs shifting from visual challenges to passive behavioral scoring, with the human-machine boundary becoming increasingly blurred. - **a16z in conversation with Fei-Fei Li** [7]: Analyzing how the world model Atlas uses "novel view prediction" as its core primitive to unify pixel generation and 3D understanding. - **AI social revenue up 12x, WeChat enters the fray** [23]: AI social networking shifts paradigm from "virtual companionship" to "improving real-world meeting efficiency," with WeChat testing related features. ## 🔗 Sources [1] Anthropic's economics team builds predictive model for AI's impact on employment — https://www.bestblogs.dev/status/2098002047903965439?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [4] "Agent Evaluation White Paper" Series 01: Agent Evaluation Overview — https://www.bestblogs.dev/article/dc640c2946?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [6] DeepSeek V4.1 Flash parameter details revealed — https://www.bestblogs.dev/status/2097992830610444366?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [7] #715. a16z x Fei-Fei Li: Novel view prediction leads to spatial intelligence — https://www.bestblogs.dev/podcast/d17c8c26c?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [8] Samsung doubles down on AI glasses — https://www.bestblogs.dev/article/c2834ea971?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [11] Software maintenance is a "long-term tax"! Codex head: Agents are eliminating this cost — https://www.bestblogs.dev/article/e3d