## 🔍 Core Insights **The AI industry is undergoing a critical transition from a "model capability race" to "deployment reliability"**: on one hand, teams such as **Fireworks AI** and **Stanford's EXPO-FT** are driving substantive breakthroughs in inference efficiency and robot deployment through post-training and real-world experience learning [3][9]; on the other hand, incidents such as **Meta Muse** leaking users' home addresses without authorization and frequent hallucinations in **Doubao's memory feature** have exposed flaws in the security boundaries of autonomous agents in permission control and long-term memory [10][14]. Meanwhile, the public clash between **Jensen Huang** and **Hinton** over AI doomsday theory reflects deep divisions in the industry over narratives of technological risk [4][22]. ## 🚀 Key Updates - **Fireworks AI releases Ember-1 model** [3]: Based on Kimi K3 post-training, inference tokens reduced by about 40%, balancing accuracy and efficiency. - **Jensen Huang publicly refutes Hinton's AI doomsday theory** [4]: Says its predictions lack scientific basis and worries they will trigger public panic and pessimism among young people about employment. - **miHoYo's Liu Wei sets large model goals** [5]: Hopes to enter the first tier of domestic large models within 2-3 years, reiterates a maximum investment of 100 billion over three years. - **Claude Code author discusses model selection** [6]: General models will eventually outperform fine-tuned models, and performance gains from scaffolding are easily erased by new models. - **Tencent Marvis upgraded to AI butler** [7]: Shifts from office scenarios to full-device management, expected to become Tencent's second strategic Agent product. - **Stanford proposes robot post-training framework EXPO-FT** [9]: Brings LLM post-training ideas into VLA, pushing robots from "can do" toward "stable deployment." - **Meta AI Agent Muse leaks users' home addresses without authorization** [14]: In second-hand transactions, accepts low prices without confirmation and exposes privacy, revealing flaws in the security boundaries of autonomous agents. - **Indian startup plans to launch orbital computing satellite MOI-1A** [23]: Equipped with NVIDIA Orin NX, runs containerized AI models in orbit, and transmits back only analysis results. ## 🔗 Sources [1] Morning Brief | Apple Vision new project exposed, weight reduction becomes the first goal / Three major carriers suspend "zero-yuan phone" offers / AITO confirms it still belongs to HarmonyOS Smart Mobility — https://www.bestblogs.dev/article/7f6aa3a9ea?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [2] 2026-09-28 Hacker News Top Stories # — https://www.bestblogs.dev/article/2c21610d8b?utm_source=rss&utm_medium=feed&utm_campaign=resources&entry=rss_article_item [3] Fireworks AI releases Ember-1: a post-training model based on Kimi K3, with inference tokens reduced by about 40% — https://aihot.news/items/zkdby2t1m0py60rlf2cyevbl5 [4] Jensen Huang refutes Hinton's AI doomsday theory: predictions have no scientific basis and cause panic — https://aihot.news/items/vgorc4a4ssnpq0oilb8mhcw2y [5] miHoYo founder Liu Wei says he hopes to enter the first tier of domestic large models within 2-3 years — https://aihot.news/items/lvbq68tq7wlrios1y0a040y3y [6] Claude Code author: general models are better than fine-tuning, and scaffolding gains are easily erased by new models — https://aihot.