今日必看

GLM-5.3 vs. GLM-5.3 Flash on DeepSWE: Cost, Coding, and Routing

We ran 900 DeepSWE rollouts on GLM-5.3 and GLM-5.3 Flash. Flash gives up 5.6 points of pass@1 at 17x lower cost, and only 2.6 points at pass@4.

GLM-5.3 开源权重，智能体编码与网防最强

GLM-5.3 现已开放权重。 我们最强大的智能体编码与网络防御模型，现已可供下载、运行和定制。 权重：https://huggingface.co/zai-org/GLM-5.3 技术博客：https://z.ai/blog/glm-5.3 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtd32q

Gemini 3.8 Flash is Google's third budget model in six weeks while frontier models remain MIA

Google's Gemini 3.8 Flash, the third Flash model in six weeks, matches Claude Opus 5 on some agentic coding benchmarks at lower cost. But its "working harder" reasoning burns about

Gemini Omni 1.1 Flash lets you build with more control

GeoJSON Map Viewer

Tool: GeoJSON Map Viewer I was helping Natalie gather some maps of local political boundaries (for the Granada Community Services District and the Midcoast Community Council ) and

GitHub CLI 支持 issue/PR 媒体

CLI 能传图到 issue/PR/评论。

GitHub Copilot Write better code with AI

GitHub Copilot app Direct agents from issue to merge

GitHub Copilot 如何在不牺牲任务质量的前提下降低 AI 编码成本

GitHub 工程师 Erik Kristensen 分享了 Copilot 降本的四项改动：选择性压缩工具输出、移除 view 工具行号前缀（线下推理成本降约 5%，线上用户日均推理成本降约 3%）、压缩 task-tool 提示词（每轮省约 1300 token，每活跃小时归一化成本降 2.9%）、后台任务完成后直接交付结果（AI Credits 用量降

GitHub Skills

Glance：单次细粒度图像描述

一次前向做细粒度 caption，配 SimLoss。

Go grandmaster Shin defeats AI KataGo in historic human victory

Google AI 团队分享如何为 LLM-as-a-Judge 评测编写可靠的评分标准

Google AI 团队发布教程，讲解如何为 LLM-as-a-Judge 评测编写可靠的布尔式评分标准，指出模糊提示会导致评估不一致和浪费 token。文中给出四条经验：问题保持原子化且互不重叠、只让评判模型评估客观事实（可用 RFC 2119 术语如 MUST 表述）、只评 prompt 中明确要求的内容、用专家标注的 golden set 校准评判模型

Google Antigravity 教程：用 generate_image 自动出图

Google AI 在 DEV 发 Antigravity Agent Skills 第二篇，演示 generate_image 工具把出图嵌进 Agent 循环。

Google DeepMind 为 Gemini 推出 agentic 视频理解功能

Google DeepMind 为 Gemini 3.7 Flash、3.6 Flash 和 3.5 Flash-Lite 推出 agentic video understanding，模型动态扫描视频片段，相比固定帧率处理 token 消耗最多降低 88%，成本最多降低 66%，准确率最多提升 7%。 🔗 阅读原文 via AIHOT · https://

Google DeepMind 发布 Gemini 3.8 Flash 与 3.8 Flash Cyber 两款新模型

Google DeepMind 发布 Gemini 3.8 Flash 与 3.8 Flash Cyber。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtkbdbti01n8roz5k5kt1g98

Google Deepmind's new chief says frontier AI leadership is the only thing that matters

Google Deepmind chief Koray Kavukcuoglu admits Google's current models are "a little bit below the frontier" but says he's "100% certain that we will be at the frontier." He didn't

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

Google Workspace 推出图像创作编辑工具 Google Pics

Google 发布 Workspace 图像创作与编辑工具 Google Pics，将在未来数周内面向所有 Google AI Pro 和 Ultra 订阅者及多数 Workspace 商业客户推出。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtivvilg06f0ro9yk5dt7mrc

Google avoids a breakup of its ad tech business

Google needs Hollywood more than the studios need AI

Google has reportedly been reaching out to a number of Hollywood's biggest studios, hoping to strike licensing agreements that would allow it to train its AI models on copyrighted

Google 总结 AI Agents Challenge 中最强提交背后的 4 个工程模式

Google 复盘 AI Agents Challenge 赛事，从各赛道头部提交中提炼出四个工程模式：双向 MCP、事件驱动并发、同标准回退和分层路由。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtkbbn6q01j6roz54e8g5zec

Google 让 MrBeast 带着 AI 进荒野

Gemini + Fitbit 的内容合作。

Google’s Android update tackles motion sickness, accessibility, and more

While some of the features see Google playing catch-up to Apple, which already offers similar features for iPhone users, others specifically leverage Gemini to provide various impr