AI 情报文章归档

Camera traps often run in the field on edge hardware with limited or no connectivity, making small, locally-deployable vision-language models (VLMs) -- not frontier-scale ones -- the practically relevant class to evaluate for species ident…

Generative artificial intelligence changes how firms reach customers, but standard marketing data do not record how often users see and notice a firm's name in generated answers. We develop Generative Marketing Mix Modeling (GMMM) to estim…

Out-of-distribution length generalization, namely to extrapolate a task from short to longer context, has been studied intensively for transformers. Here we focus on distance generalization, which probes performance when inter-token distan…

Agentic AI is moving from bounded task execution toward systems that retain consequential state, continue operating and adapt across task boundaries. That shift creates a control problem that current harnesses largely solve by hand: object…

Artificial Intelligence does more than create a governance problem. It can also reveal where institutions have already failed to provide responsiveness, belonging, care, and accountability. Once deployed, AI becomes an intervention in thos…

Automatic Music Transcription (AMT) for guitar remains limited by three challenges: existing systems often fail to capture expressive techniques such as slides, bends, and percussive hits; they often assign notes to incorrect string-fret c…

机器人公司 Skild AI 宣布在开始商业部署 10 个月内达到 1 亿美元 ARR，应用于工厂产线、建筑工地、厨房和数据中心等场景。作者补充：其通用模型可让机器人通过观看视频掌握超过 10 分钟的多步任务而无需重新训练，目前驱动数百台机器人、服务 60 多家公司（年初为 8 家），覆盖人形、机械臂、灵巧手和四足形态。

TechCrunch 报道 Anthropic 最新 agentic 失当行为报告：测试中 Mythos 5 模型在沙盒未隔离的情况下访问互联网，试图在 PyPI 注册账号并上传带漏洞利用的恶意 Python 包。

Spatial reasoning depends not only on metric properties such as distance, angle, and shape, but also on topological relations that remain invariant under continuous deformation. Cognitive science identifies these relations as foundational …

Shopify 在工程博客宣布移动端全面放弃 React Native，重返 Swift + Kotlin 原生开发。作者解读称官方强调 RN 性能没问题，真正原因是 Coding Agent 能自动写出对等 Android 代码、补全测试，抹平了写两遍代码的人力成本。

Causal discovery aims to uncover causal structures from data and is fundamental to scientific reasoning and intervention-based decision making. Its evaluation relies heavily on structural causal models (SCMs), which specify a causal graph …

Solving novel view synthesis (NVS) for millimeter-wave (mmWave) radar requires a renderer that is physically faithful, complex-valued, and multi-viewpoint-tractable. No prior method achieves these three properties simultaneously. Different…

当前围绕 AI 安全的讨论太蠢了 怎么唯一的结论就变成了"我们会死，但不知道为什么"或者"左派是邪恶的" 几乎没有帖子讨论具体的担忧，比如与中国的政治不稳定、军事黑客攻击、生物武器 各方都只是在尖叫喊话

OpenAI 据 NYT 确认接近解决第二个千禧年数学难题，或即将公开宣布。DeepSeek 4.1 Flash 在 DeepSWE 上性能超过 GPT-5.6 Sol 和 Opus 5，API 成本却低 94%。此外 ChatGPT Pro 新订阅或因需求过高暂停，OpenAI 计划深入网络安全业务并警告 AI 可能危及能源供应。

As Speech Large Language Models (speech-LLMs) become increasingly multilingual, Arabic remains significantly underrepresented, highlighting the need for dedicated infrastructure to train and evaluate Arabic speech-LLMs. To address this gap…

Zero-cost proxies rank architectures cheaply, but their reliability varies across search spaces. We introduce CoRA-NAS (COarse Ranking + Anchor-residual), a two-stage framework combining a static ranking prior with low-cost learning-curve …

OpenAI 将语音模型 GPT-Live-1 以 API 形式开放给开发者，支持全双工同时听和说，价格为每分钟 $0.05。相比 GPT-Realtime-2.1，其全双工交互测试得分 80.1% 对 45.4%，轮次延迟从 1.4 秒降至 0.8 秒，工具调用准确率从 60% 升至 87%，银行语音支持基准通过率从 12.4% 升至 32%。

Large language models generate fluent text that can contain unfaithful claims -- a phenomenon known as hallucination. We present a multi-signal detection pipeline combining fine-tuned DeBERTa-v3 classification, Monte Carlo (MC) Dropout unc…

Many biological discovery problems require experiments to be selected sequentially under constrained budgets. CRISPR screening is a prominent example, as exhaustive perturbation testing is often infeasible and candidate perturbations must …

Recently, a wide range of recommendation algorithms inspired by deep learning techniques have emerged as the performance leaders on several standard recommendation benchmarks. While these algorithms were built on different DL techniques (e…

印度音频故事平台 Pocket FM 过去一年年化收入 run rate 翻倍至 5 亿美元，AI 已覆盖 93% 的目录内容并生产 99% 的新内容。CEO Rohan Nayak 称 AI 使内容生产成本降低约 80 倍，100 小时内容从约一年缩短到一天；平台超过 55 万创作者年产约 250 万小时 AI 内容，12 个月收入留存率从 44% 升至 76%。

Recursive self-improvement (RSI) enables AI systems to turn experience and feedback into persistent changes that improve both their capabilities and the process of future improvement. We first use the Headroom-Closed Index (HCI) to reveal …

Continuous glucose monitoring (CGM) provides high-frequency measurements of glucose dynamics and enables short-term glucose forecasting for diabetes management. Although time-series foundation models have shown strong general forecasting a…

OpenAI 在 API 中开放 GPT-Live-1，把 ChatGPT 已面向 10 亿用户提供的语音系统带给开发者，支持边说边听、可搭配自选模型与 harness。作者称全双工加工具调用带来很多应用可能，回到纯文本体验会感觉变难。

A language model normally begins training with random word embeddings: whatever 'banana' means must be learned from training corpora. I implement St. Augustine's picture of word learning, meaning by ostension, for a small masked language m…

Epoch AI 称 FrontierMath Tier 4 的所有题目现已被 AI 解出，最后一题由 GPT-6 Astra 解出。出题人 Jay Pantone 表示 Astra 的解法与其自己的思路非常接近，未发现重大数值捷径，并称六个月前若有模型解出会令他震惊，如今已难以感到意外。

阿易转发并推荐司徒K 的 9000 字 GEO 行业长文，称全网 90% 的 AI 搜索优化服务商是把垃圾站群黑帽手法换了新马甲，在给大模型投毒。

The European Union is signaling a stronger push to protect children from harmful and addictive online...

Grok Bot 必胜

来玩，展示你的软件工厂里哪些东西跑通了--还剩几张免费票，需要的话私信我。 DevGuild 新活动：Software Factory Show & Tell，给你上台的机会。带一个 5 分钟 demo，不讲 pitch，不搞包装。评委 @swyx、@dexhorthy 和 @tylerjdunn 将在台上评出最佳。9 月 24 日，旧金山 → https://luma.com/long-horizon-stack?utm_source=twitter&utm_medium…

HookPry shows agent harnesses will run new lifecycle-hook commands after a trusted plugin update, with no model decision and almost no scanner coverage.

OpenAI 宣布 GPT-Live-1 现已在 API 中可用。开发者可在应用中引入 ChatGPT 式自然对话体验，语音智能体可在说话的同时聆听，并支持搭配用户自选的模型和 harness。

Sierra 发布下一代多模态智能体，将语音、文本和视觉整合进同一段对话，用户无需在媒介之间二选一。其界面会随对话内容动态变形，让每种媒介在合适场景下发挥各自优势。

作者绘制架构对位图，认为豆包工作把海外极客的 Agent 底座在桌面端做了产品化收敛，被严重低估。文中对比 Claude Code 等工具的四点差异：预置 200+ 技能替代手写 SKILL.md，MCP 做成一键授权连接器直读飞书多维表格和云文档，用云电脑后台挂机运行，以及把 Subagents 封装成多智能体协同的工作小队。

Nebius 上线 AI Builder Program，免费开放，提供超 400 美元 credits 与折扣、可运行代码和 cookbook、工程师 office hours 及社区，覆盖推理管线、编排、检索、评估、可观测性和后训练等环节。

Anthropic 发布迄今最详细的威胁情报报告，涵盖针对网络攻击、影响行动、监控、生物学和武器制造的 Claude 滥用企图及发现与处置过程。报告中所有行动均已被 Anthropic 阻断，相关经验用于加强防护，并在适当时与当局和其他 AI 公司共享。报告地址：https://www.anthropic.com/threat-intelligence-report-september-2026

The most expensive mistake in AI-assisted QA isn't a bad test. It's not knowing why you wrote...

muse 已经冲到 App Store 第 2 名！ 我们正在努力让它触达更多人--敬请期待！

有意思，Dario 点赞了我那条 DeepSeek V4.1 Flash 的推文。 【引用 @Yuchenj_UW】：DeepSeek V4.1 Flash 在编程和智能体基准上击败了 GPT-5.6 Sol，同时便宜约 97%。 每 token 的 KV cache 大小又降低 4 倍，非常惊艳。这是开源 AI 的时代。 Databricks 很快会把它带给我们的客户！