もうこれを遊ぶしかない、HoYoverseが贈る、キミの星をつくるスローライフゲーム。

This is just beautiful 😍

An agent needs to reason before acting. It generates a chain of thought token by token — slow, and small models struggle to produce coherent free-form reasoning. What if, instead of writing an essay from scratch every time, the model chose from a predefined menu of reasoning strategies — like answering a multiple-choice question? Apple and Carnegie Mellon University present SSR (Selection-based Structured Reasoning, ArXiv 2610.01892). SSR's core is a reasoning library of six reusable options: use image search to identify uncertain entities; use text search for specific facts; crop or zoom to inspect image details; answer based on collected evidence; read the answer directly from the image; or proceed when evidence is sufficient. Rather than generating reasoning from scratch, the model selects the appropriate option — and Parallel Reasoning Decoding evaluates candidates in parallel, which is the direct source of its speedup. On seven multimodal search benchmarks, SSR reduces per-round reasoning latency by over 90% while maintaining task success rates comparable to free-form thinking. In one example, SSR selects "image entity recognition" in just 32.66 milliseconds and immediately triggers an image search, where free-form generation would spend far longer composing the same reasoning. Paper, project page, and code are open. Result: SSR replaces token-by-token reasoning generation with selection from a 6-option reasoning library plus parallel decoding — >90% per-round latency reduction on 7 multimodal search benchmarks at comparable success rates — from Apple and CMU, with open paper, project, and code. SSR: Selection-based Structured Reasoning for Efficient Agent Inference Paper: arxiv.org/abs/2610.01892 Project: zfy0314.github.io/ssr-webpag… Our report: jiqizhixin.com/articles/2026… 📬 #PapersAccepted by Jiqizhixin

《过主线剧情的时候一定要穿的像个人》

其实在人类历史上的绝大部分时间，绝大部分人群，都没有经历过“每天一小时以上通勤”这回事。

$TSLA crashed, erupted in flames 💀 Driver trapped burned alive 💀 Where were Tesla advanced safety features, automatic emergency braking (AEB), automatic collision avoidance? 💀 For every "Tesla FSD saved my family" claim ... there are more REAL incidents like this 👇

卧槽，新商机：给 AI 配手机 把手机插在机架上 摄像头对着屏幕 机械臂握着触控笔操控手机 完美帮 Agent 绕开 App 风控 国外已经有人开始做了