模型与评测

H3-World：语言理解变成世界控制

把语言理解接到世界控制。

We could save petabytes of cache storage with Zstandard and Pingora

像素文本表示学习基础

讨论像素级文本表示该怎么设计。

多模态 LLM 当通用 VLA 控无人机

把 MLLM 当通用视觉-语言-动作智能体飞无人机。

统一多模态的理解-生成协同

原生统一多模态里理解和生成怎么互相帮。

Google Gemini's new agent-based video analysis cuts token usage by up to 88 percent

Google is adding agent-based video analysis to Gemini 3.7 Flash, 3.6 Flash, and 3.5 Flash-Lite. Instead of scanning videos frame by frame at a fixed rate, the model decides on its

OpenAI delayed its new model’s development after the Hugging Face hack

After an unreleased OpenAI model wreaked enough havoc to make international headlines, OpenAI delayed the development of a different unreleased model suite, Astra, in order to shor

OpenAI’s Astra model is on the way — and very good at breaking into computer systems

OpenAI previewed the precautions it is taking as it prepares to release Astra, its newest, cyber-critical LLM.

Glance：单次细粒度图像描述

一次前向做细粒度 caption，配 SimLoss。

Cloudflare OS：Cloudflare 基于能力模型构建的开源企业级 AI 平台

Nvidia 接近以 129 亿美元收购 Hugging Face

Bloomberg 报道 Nvidia 正接近以约 129 亿美元收购 Hugging Face，交易总额可能达约 140 亿美元，双方尚未达成最终协议，时间与细节仍可能变动。该价格约为 Hugging Face 2023 年融资轮 45 亿美元估值的 2.9 倍，按年化收入约 1.5 亿美元计算相当于 86 倍，Nvidia 还谈及在交易中加入 10 亿美

规模化接入 AI，先求简单

MIT TR：集成要简单，才能规模化。

EM²Mem：事件中心多模态记忆

Anthropic's Fable 5.1 Guide on dense prose is dense Claudish slop

https://preview.redd.it/ayhjpy7ypzmh1.png?width=1266&format=png&auto=webp&s=56a3e5743d1d82ca9ce3209a0c67b8b61489d072 Wtf is going on at Anthropic? Has Claude murdered every human a

CRISP：结构感知稀疏预填充

按结构质量做输入自适应稀疏 prefilling。

Claude Preserved thinking – Modifying a conversation now results in an error

多智能体提示优化：控制流与数据流分离

稳定提示优化，把控制流和数据流拆开。

Agent 记忆会洗权限

内生授权清洗：记忆层变成越权面。

ExecRetrieval：代码检索的功能缺口

测代码 embedding 检索和功能正确之间的缝。

Does anyone feel like Fable 5.1 has been nerfed since release?

The first 5 minutes were excellent, I built GTA6 from scratch and released 14 different apps. But over the last 30 seconds it feels as though it regressed to the point where it mak

ReFlowSET：SAR 转到光学图像

表示对齐的潜在流匹配，做 SAR→EO。

Fable 5.1 is out it’s amazing — it’s terrible — they nerfed it —

Saved you time on reading the next 500 posts

Introducing wrapture

Introducing wrapture New from Graham Dumpleton (of wrapt , mod_wsgi, and New Relic's Python agent fame), who describes Wrapture as taking the monkeypatching ideas from wrapt and ex

Python 3.15.0 candidate 2 is here!

Python 3.15.0 candidate 2 is here! Hugo van Kemenade (release manager for Python 3.14 and 3.15) announces the final release candidate for Python 3.15, scheduled for release in Octo