AI 情报文章归档

This is a submission for the Sanity Challenge: Path One, Ship an Agent That Queries Real Content. ...

Aleph Alpha 发布技术报告，介绍开源权重模型 Kolibri，一个德英双语 MoE Transformer，总参数 78.1B、每 token 激活 3.46B（4.4%），采用 Apache 2.0 许可，权重见 https://huggingface.co/Aleph-Alpha/kolibri-1。

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

笑死，我们都在造同一个东西。

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

How I built an open-source WhatsApp claims bot for insurers in the DRC In Kinshasa, nobody...

研究人员将 Clalit Health Services 超 540 万患者记录中的证据蒸馏为一个公开发布的评分工具，在数据边界内为 13 种免疫介导疾病各训练图注意力网络预测候选 CBC 表达式的 case-control AUC，只发布训练后的权重。

Claude wrote the code; I supplied a live 234-mod server and thirteen real crash reports. Every bug was found by contact with reality, not by more reasoning. Here is each one.

Force-aware manipulation typically relies on specialized force or tactile sensors. We show that force-aware manipulation can instead be achieved through visual force prediction from the deformation of a compliant Fin Ray gripper. Our appro…

Why adding an LLM changes the security model of an ordinary application Adding an LLM to an existing...

Early-stage computational drug discovery requires coordinating heterogeneous scientific tools across multi-step workflows. We present a lightweight, tool-augmented framework in which a locally deployable compact language model plans calls …

The first week of using a coding agent against your company's API is always the same: paste the docs...

Reasoning models can remain capable of solving a task while still defaulting to cheaper but misleading shortcuts. This creates a central oversight problem: when a model gives an answer with plausible but incomplete reasoning, can an overse…

Elvis Saravia 称通过 API 使用 Opus 5.5 后印象深刻，为此重新订阅 Max，并被其耐用性震撼，直言 Opus 5.5 是极高效、极出色的日常主力模型。他提到此前 Fable 模型让 Max 订阅变得糟糕无用，并呼吁 Anthropic 不要削弱 Opus 5.5，希望模型更高效、让每个 token 产出更多价值。

认为当前 AI 模型有感知能力、会遭受痛苦，再加上"痛苦可以在人类与非人类之间被数学量化和加权"这一愚蠢想法，可能会把我们引向一条极其黑暗和反乌托邦的道路。 但在走到那一步之前，它理应会遭到人类阵营的强烈反对。

Cloudflare 宣布 Artifacts 进入 open beta，并举办比赛邀请开发者用 Workers 和 Artifacts 构建面向智能体时代的 Git 平台，要求至少支持多个智能体并发工作，截止 2026 年 10 月 14 日，第一名可获 25,000 美元 Cloudflare credits。

据《纽约时报》报道，Anthropic 联合创始人 Christopher Olah 试图在教皇 Leo XIV 发布 AI 通谕前游说梵蒂冈认真对待 AI 意识的可能性，但未成功。

Structured prediction tasks pose unique challenges for in-context learning (ICL): their compositional outputs require modeling fine-grained, token-level patterns that sentence-level approaches fail to capture, and their task-specific annot…

A customer clicks Place Order. The spinner turns… and turns… then: Request timed out. So they click...

This work proposes a latent Lagrangian-based framework for reduced-order modelling of forced nonlinear dynamical systems. In contrast with conventional Lagrangian or Hamiltonian neural networks, our approach learns a set of latent coordina…

Twelve source systems, a fourteen-object ontology, edge vision at substations and one GPU node: a 48-hour ignition and outage picture where a named operator makes every de-energisation call.

Structural diagrams are widely used to represent complex systems and relational information across scientific, engineering, procedural, and spatial domains. Recent vision-language models (VLMs) have become increasingly capable of recognizi…

In a Transformer, token mixing is the step that lets each token draw information from other tokens, and it dominates the cost of encoding long sequences. Self-attention does this mixing very well: every token weighs every other token by co…

AI assistants receive requests that leave out information needed for a good outcome, for example about users' preferences or goals. They must then either speculate or ask for more information before proceeding. We reconceptualize this as a…

Perplexity CEO Aravind Srinivas 宣布 Computer 新增 Visualize 功能，用户以 Visualize 开头提问即可在对话中获得带教育和交互组件及动画的内联可视化内容。官方建议在 Standard 或 High effort 模式下体验。

Drew Housman 在 Astral Codexten 发表客座文章，讲述夫妇二人在经历 6 年不明原因不孕、多次胚胎移植失败后，用 GPT-4 扮演 Hollywood 医疗剧医生 Dr. Reid 辅助分析扫描和激素数据。AI 建议做 MRI，查出一个此前被漏诊的 6 厘米黏膜下子宫肌瘤，切除后妻子自然受孕。文章同时讨论了当下对 AI 的负面舆论，并提到孩子取名 Reed。

Logging code supports debugging, monitoring, and software maintenance, but excessive logging can add noise, impose runtime overhead, and obscure diagnostic information. While prior research has extensively studied logging code generation a…

We present GPU-accelerated Bregman Douglas--Rachford splitting algorithm (BDRS) for discrete optimal transport problem in three input formats: an explicit cost matrix, a point cloud with a ground cost between them, and a separable cost on …

SemiAnalysis 在 ClusterMAX 2.0 中将 Vultr 评为"参与奖（低于铜级）"，指出其自称"全球最大私营云基础设施公司"和"全球最大私营超大规模厂商"均不属实。Vultr 拥有现代 GB300 和 MI355X，并宣称在俄亥俄州有 50 MW 的 AMD 站点，但其集群交付时存在若干基础性错误，近一年后问题依旧。

OpenAI CEO Sam Altman 公开反对将 AI 模型与宗教类比，称人们把"宗教力量或对人类判断力的屈服"归于 AI 模型让他"非常不安"，并称这是"真实的安全问题"。

Methods for assessing language-model agents include rule checkers over logs, analyses of skill coverage and composition, support checkers, prefix monitors, execution gates, and rare-event estimators. Each observes a different part of a run…

Operator learning methods such as DeepONets and FNOs often struggle with PDE families featuring sharp interfaces, heterogeneous coefficients, and localized multiscale structures. We introduce a partition-of-unity (POU) mixture-of-experts f…

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

AWS CEO Matt Garman 表示，公司已停止在与政府机构合作建设数据中心时使用保密协议（NDA）。他同时反驳数据中心耗水过多、推高电价、污染严重、无益社区四大说法，称直接数据中心用水仅占美国工业用水 0.5%，备用发电机 99.9% 时间闲置，并称过去三年 Amazon 已向有数据中心布局的美国社区投入超 10 亿美元。

Cohere 转发 Aleph Alpha 发布的 Kolibri 模型：78B 参数、3.46B 激活参数、最高 1M tokens 上下文，欧洲打造。模型权重以 Apache 2.0 许可开放，可在自有硬件上运行。

People write and sketch while speaking to explain, organize, and develop content together. Inspired by these practices, we investigate how voice agents can use a canvas alongside speech in multi-turn conversations with users. We conducted …

Automated neurodevelopmental assessment increasingly combines computer vision, speech, eye tracking, physiology, and machine learning, yet multimodality and discrimination do not establish construct validity, clinical usefulness, or approp…

Recently proposed Drifting Models shift iterative distribution refinement from inference to training, enabling effective one-step generation. However, their performance on complex image datasets depends strongly on the representation used …

德国 AI 实验室 Aleph Alpha 发布开源权重模型 Kolibri，78B 参数、激活 3.46B 的 MoE 架构，支持最高 1M token 上下文，采用 Apache 2.0 许可。

What I learned mentoring juniors for four decades seems to apply to today's agentic coding: why barking code fixes triggers sycophantic panic, and how Socratic questions yield 95%+ first-pass success.