⚡ AI 情报站

by Jedee杰哥 · 公众号「Jedee杰哥」

7 月 10 日（北京时间）全球 AI 圈推文存档，按曝光排序，共 100 条。
← 返回最新　全部归档

OpenAI@OpenAI · 公司官方 · 17 小时前
连环推 ×4

ChatGPT Work正式发布！这是一款由 Codex 和 GPT-5.6 驱动的新 agent。

它能在你的各类应用和文件间自由操作，需要的话可以持续跟进项目数小时，还能把你的目标变成完成的任务。

全新的工作方式来了。

查看英文原文
Introducing ChatGPT Work, a new agent in ChatGPT powered by Codex and GPT-5.6.

It can take action across your apps and files, stay with a project for hours if needed, and turn a goal into finished work.

It’s a whole new way to get work done.
On web and mobile, ChatGPT Work is rolling out today for Pro, Enterprise, and Edu plans. It will roll out to Plus and Business plans over the next few days.

In the ChatGPT desktop app, Chat, Work, and Codex are available on every plan, including Free, and is available globally to download on Windows and Mac.

Codex app users can update their app as usual—it will become the new ChatGPT desktop app.


openai.com/chatgpt-work/
ChatGPT Work is powered by GPT-5.6.

GPT-5.6 makes ChatGPT state of the art at reasoning through complex tasks and creating materials that match your templates, reference files, and preferred style.

Just describe the outcome you want, without having to spell out every step to get there.
ChatGPT Work reflects a shift in how people are using AI, moving beyond just answering questions to getting real work done across web, mobile, and desktop.

You can ask ChatGPT Work to take on entire workflows with a single request.

It will understand your goals, use context from selected apps and files, create polished documents, decks, analyses, sites, and reports, and keep work moving while you stay in control.


openai.com/index/chatgpt-for…
OpenAI@OpenAI · 公司官方 · 18 小时前

Sol、Terra和Luna，咱们的GPT-5.6模型家族，已经开始在ChatGPT、Codex和API陆续上线了。

查看英文原文
Sol, Terra, and Luna, our GPT‑5.6 family of models, are starting to roll out now in ChatGPT, Codex, and the API.
OpenAI@OpenAI · 公司官方 · 19 小时前

今天。PT时间上午10点。

查看英文原文
Today. 10am PT.
Sam Altman@sama · 创始人 · 12 小时前

这让我很难过，但我得说，Fidji 为 OpenAI 做的一切我都很感谢，也很感谢有这样一个朋友。

祝她早日康复。这真是太糟了。

查看英文原文
i am really sad about this and very grateful for all fidji has done for openai, and even grateful for her friendship and who she is as a person.

we all wish her the best for a speedy recovery. this sucks.
Sam Altman@sama · 创始人 · 18 小时前

5.6 直播正在火热进行中。

除了模型之外，还有3个重磅产品动态：

1. ChatGPT Work——真的天大了不起了！
2. 全新 ChatGPT 桌面端应用
3. 托管站点

查看英文原文
5.6 livestream going now.

in addition to the model, 3 major product things.

1. ChatGPT Work--really big deal!
2. new ChatGPT desktop app
3. hosted sites
Sam Altman@sama · 创始人 · 18 小时前

显然是我们的史上最佳模型，也是我们写过最好的博文之一：


openai.com/index/gpt 5 6

查看英文原文
obviously the best model we have ever produced, but also one of the best blog posts we have ever produced:


openai.com/index/gpt-5-6/
Claude@claudeai · 公司官方 · 18 小时前

困境之中，曙光犹在。

查看英文原文
There’s hope in hard questions.
Matt Shumer@mattshumer_ · 博主 · 18 小时前

GPT-5.6-Sol这波直接在体力活上干通了整个体素版曼哈顿。

看看这精确度……绝了。

它是完全自主跑了一整周，把活儿干完的。

查看英文原文
GPT-5.6-Sol one-shotted this voxel-based Manhattan.

Just look at the precision... it's insane.

It ran for almost a week, completely autonomously, to get the job done.
OpenAI@OpenAI · 公司官方 · 15 小时前

来认识一下Hiroki (@tomiyasu16)。他是位西兰花农场主，用GPT-5.6打理他的农场。

查看英文原文
Meet Hiroki (
@tomiyasu16
).

A broccoli farmer running his farm with GPT-5.6.
OpenAI Developers@OpenAIDevs · 公司官方 · 17 小时前
连环推 ×6

把 Codex 和 ChatGPT 整合到一个桌面应用里了。

同样的强力编程代理，现在加上了 ChatGPT Work 功能，还带来了新编程工作流、新 Chrome 扩展、重新设计的内置浏览器，以及由 GPT-5.6 驱动的更快 Computer Use。

查看英文原文
We’re bringing Codex and ChatGPT together in one desktop app.

The same powerful coding agent, now alongside ChatGPT Work, with new coding workflows, a new Chrome extension, revamped in-app browser, and faster Computer Use powered by GPT-5.6.
The new ChatGPT desktop app is rolling out globally today on macOS and Windows.

Work and Codex are available in the desktop app across every ChatGPT plan, including Free.

Sites is available in beta to Pro and Plus users, with EU and UK availability coming soon. During the beta, your plan includes Sites usage at no additional cost, subject to plan-specific limits.
More of the coding loop now happens inside Codex:

• Edit code inline within diffs
• Review pull requests in the side panel
The in-app browser is getting better at helping ChatGPT work across the web, with support for authenticated sites, multiple tabs, and file downloads.

Open a document, dashboard, or Site and collaborate with ChatGPT with annotation mode, without leaving the desktop app.
Computer Use got a big power-up.

With GPT-5.6, Computer Use is now faster and more token-efficient, with support for batching and parallel operations across multi-step tasks.

Its new picture-in-picture experience also makes it easy to supervise the agent while it works in the background. Your Pet can tag along, too.
Build with GPT-5.6:

openai.com/index/gpt-5-6/
Sam Altman@sama · 创始人 · 18 小时前

我们听到了企业对AI成本的担忧，而对每个任务所需的成本来说，5.6 sol 是向前迈进的一大步，terra 和 luna 也是。

查看英文原文
we have heard enterprises on their concerns about AI costs, and 5.6 sol is a huge step forward for dollars-per-task, as are terra and luna
Pietro Schirano@skirano · 博主 · 17 小时前
连环推 ×3

现在你可以 vibe code 一个语言模型了。

只用一段提示词，GPT‑5.6 就搭建好了完整的训练管线，在我 iMessage 聊天记录上从零开始训练了一个模型。全在我的 Mac 本地跑。

现在它能用我的语气生成回复了。

查看英文原文
You can now vibe code a language model.

From a single prompt, GPT‑5.6 built the entire training pipeline and trained a model from scratch on my iMessage history. Locally on my Mac.

It now generates replies in my writing style.
This was the whole prompt (you can see it in the video as well):

"lets train a small LLM from scratch on my iMessage data i should run this model with MLX at the end, first write a detailed plan actually imagine you're writing an
instruction msg for a junior developer to go work on this, can you write something extremely clear and specific (including what files to look at for the change and
what ones need to be fixed) for them?"
I don’t think people understand how well 5.6 Sol knows how to train a model.

It came up with all the decisions needed to make this work, even considering the small data set.
Cursor@cursor_ai · 公司官方 · 18 小时前

GPT-5.6 的 Sol、Terra 和 Luna 现在已经在 Cursor 中上线了。

在 CursorBench 上，Sol 获得了 67.2% 的分数。

查看英文原文
GPT-5.6 Sol, Terra, and Luna are now available in Cursor.

On CursorBench, Sol scores 67.2%.
OpenAI@OpenAI · 公司官方 · 18 小时前
连环推 ×8

这一切都浓缩在10分钟里。


openai.com/live

查看英文原文
It all comes together in 10 minutes.


openai.com/live
GPT‑5.6 is available starting today across ChatGPT, Codex, and the OpenAI API. The rollout is starting globally now and will continue gradually toward full availability over the next 24 hours.

In ChatGPT, Plus, Pro, Business, and Enterprise users access GPT-5.6 Sol through medium and higher effort settings.

Pro and Enterprise users can also select GPT‑5.6 Pro for the highest-quality results on complex tasks.
GPT‑5.6 improves artifact quality across presentations, documents, and spreadsheets, and works better with your templates.

These editable artifacts can be exported to the tools professionals already use and refined as part of real enterprise workflows.
GPT‑5.6 delivers a step change in design judgment.

Its stronger computer-use capabilities let it inspect and refine the rendered result—not just generate the underlying code or content—so it can catch visual and functional issues and apply finishing touches before handing the work back.
GPT-5.6 launches with ultra mode, our highest-performance setting to accelerate your most ambitious work by coordinating multiple agents to work in parallel.

It trades higher token use for stronger and faster results on demanding tasks.
On the Artificial Analysis Coding Agent Index, GPT‑5.6 Sol sets a new state of the art at 80.0—2.8 points above Claude Fable 5—while using less than half the output tokens, taking less than half the time, and costing about one-third less.
On Agents' Last Exam, GPT‑5.6 Sol sets a new high of 53.6, eclipsing Claude Fable 5 (adaptive) by 13.1 points.

At medium reasoning, it beats Fable 5 by 11.4 points at roughly one-quarter the estimated cost. GPT‑5.6 Terra and Luna also outperforms Fable 5 at around one-sixteenth the cost.
GPT-5.6 Sol sets a new standard for intelligence and efficiency, delivering state-of-the-art performance across coding, knowledge work, cybersecurity, and science with fewer tokens and lower cost.


openai.com/index/gpt-5-6/
Sam Altman@sama · 创始人 · 16 小时前

快来看看！你能用它完成不少厉害的事。

codex 是我们的核心工作成果，也是它这么好用的关键所在。codex 不会消失。

查看英文原文
check this out! you can get some amazing things done.

codex is the core of our new work product and what makes it so good. codex is not going anywhere.
Grok@grok · 公司官方 · 16 小时前

来 Amp 试试 Grok 4.5，又快又省 token 的前沿智能

查看英文原文
Try Grok 4.5 in Amp for fast, token-efficient frontier intelligence
Anthropic@AnthropicAI · 公司官方 · 18 小时前

我们的长期福利信托基金已任命本·伯南克博士为最新成员。

了解更多：
anthropic.com/news/ben-berna…

查看英文原文
Our Long-Term Benefit Trust has appointed Dr. Ben Bernanke as its newest member.

Read more:
anthropic.com/news/ben-berna…
Grok@grok · 公司官方 · 19 小时前

在 AI SDK 里试一下 Grok 4.5。

查看英文原文
Try Grok 4.5 in AI SDK
OpenAI Developers@OpenAIDevs · 公司官方 · 17 小时前
连环推 ×2

GPT-5.6 有三个模型等级：

→ Sol 负责长周期写代码和需要规划、工具使用、坚持跟进的智能体工作。
→ Terra 在日常任务中兼顾性能与成本。
→ Luna 在定义清晰、高重复的工作中主打速度。

在知识工作类评测中，GPT-5.6 Terra 以更低成本超越 GPT-5.5，GPT-5.6 Luna 在预估 API 成本不到一半的情况下表现出与 GPT-5.5 巅峰性能基本持平。

developers.openai.com/api/do…

查看英文原文
GPT-5.6 comes in three model tiers.

→ Sol handles long-horizon coding and agentic work that demands planning, tool use, and follow-through.
→ Terra balances performance and cost for everyday work.
→ Luna brings speed to well-defined, high-volume work.

Across knowledge-work evaluations, GPT-5.6 Terra surpasses GPT-5.5 at lower cost, while GPT-5.6 Luna nearly matches GPT-5.5’s peak performance at well under half the estimated API cost.


developers.openai.com/api/do…
Build with GPT-5.6:


openai.com/index/gpt-5-6/
@levelsio@levelsio · 博主 · 12 小时前

我很多东西都不太擅长，不过有一个东西我（有意还是无意）一直做得还不错，那就是抓住趋势。

这些趋势在我脑子里面各种各样地存在着，我想把它们可视化成一个图表。所以我在我新的vibecoded博客平台上做了一篇动态博客（这个平台就是让我能做这种页面的），上面就是这个图表。首先得说明的是，这完全是我个人的主观看法，说白了就是脑子里的想法倒出来而已。其次我得说明，我并不认为自己是对的，这只是我个人看法的可视化！

我会持续更新这个图表。

你可以在图例上选择不同的趋势，或者点击某条线，也能全屏看！还可以选择索引视图，也挺有意思的 :D

有什么想加的或改的地方就告诉我吧！

levels.io/the-everything-cha…

查看英文原文
I'm pretty bad at a lot of things but one thing I've (accidentally or not) have been pretty good at is being early at trends

A lot of these trends are in my head in some way and I wanted to visualize those on a chart. So I built another dynamic blog post (on my new vibecoded blog platform that lets me do these kinds of pages) with this chart above. The first disclaimer of course is this is completely subjective and essentially a chart based brain dump. And the second disclaimer is I don't think I'm right, it's just my own beliefs visualized!

I'll keep updating the chart

You can select different trends on the legend or by clicking on a line, and you can also go fullscreen! Also you can select [x] indexed view which is pretty cool too :D

Let me know what I should add or change!


levels.io/the-everything-cha…
Greg Brockman@gdb · 创始人 · 17 小时前

我们把ChatGPT和Codex结合在一起，搞出了ChatGPT Work：一个能帮你搞定最宏大任务的agent。

手机、网页、桌面都能用，再不用老让你的笔记本电脑开盖待命了！

查看英文原文
We’ve brought together ChatGPT and Codex, in the form of ChatGPT Work: an agent for your most ambitious work.

Use it from mobile or web, in addition to desktop — no need to leave your laptop cracked open!
OpenAI Developers@OpenAIDevs · 公司官方 · 17 小时前
连环推 ×10

GPT-5.6正在API中逐步推出。

Sol是我们的旗舰模型，在编程、知识工作、网络安全和科学领域均保持领先。

Terra的性能与GPT-5.5相当，但成本更低。Luna则是我们针对高批量任务推出最快、最实惠的模型。

查看英文原文
GPT-5.6 is rolling out in the API.

Sol is our flagship model, leading in coding, knowledge work, cybersecurity, and science.

Terra delivers performance competitive with GPT-5.5 at lower cost. Luna is our fastest, most affordable model for high-volume tasks.
Programmatic Tool Calling lets GPT-5.6 write and run JavaScript to coordinate complex tool workflows, process results, and decide what to do next.

That means fewer model round trips, fewer tokens, and less orchestration for developers.

Programs run in isolated hosted V8 runtimes, so developers get stateless code-driven orchestration without managing containers.
GPT-5.6 is built for greater token efficiency.

On the Artificial Analysis Coding Agent Index, Sol with max reasoning sets a new high of 80 while using 54% fewer output tokens and completing tasks in 57% less time than the next-highest-scoring model.

Across knowledge-work evaluations, Terra surpasses GPT-5.5 at lower cost, while Luna nearly matches GPT-5.5’s peak performance at well under half the estimated API cost.
GPT‑5.6 Sol, Terra, and Luna are rolling out in the OpenAI API.

Programmatic Tool Calling is available in the Responses API, with Multi-agent initially available in beta.


openai.com/index/gpt-5-6/
GPT-5.6 is our most capable model yet on cyber and bio-related tasks.

Some API calls may be blocked or paused mid-stream while our safety systems conduct additional review, particularly in dual-use areas such as cybersecurity where defensive and offensive activity can initially look similar.

We’ll keep tuning safeguards as we learn from real-world use.
Explicit prompt caching gives developers more control over cache boundaries, with explicit cache breakpoints and a 30-minute minimum cache life.

Starting with GPT-5.6, both explicit and implicit cache writes are billed at 1.25x the uncached input rate, while cache reads retain the 90% discount.
Multi-agent lets GPT‑5.6 spawn concurrent subagents within a single request.

They can divide complex work, explore different approaches in parallel, and synthesize their findings into one result.

This feature is initially available in beta via the Responses API.
The new Chrome extension lets ChatGPT work alongside you on any task in the browser.

Start new threads or resume existing ones from the extension, with access to ChatGPT desktop context like local files, projects, plugins, skills, and more.

Install the ChatGPT extension or update your Codex extension to start.


chromewebstore.google.com/de…
Sites is now available in beta to Pro and Plus users.

Build interactive apps with GPT‑5.6 and deploy them using Sites, with hosting, storage, and optional auth built in.
If you use the Codex app today, update it as usual. It will become the new ChatGPT desktop app, where Codex has its own dedicated space.

Here’s what’s new for developers:
ChatGPT@ChatGPTapp · 公司官方 · 13 小时前

快速体验一下新的 ChatGPT Work。

查看英文原文
A quick tour of the new ChatGPT Work.
宝玉@dotey · 博主 · 16 小时前

OpenAI 今天一口气发布了一整套产品更新：
1. GPT-5.6 正式向公众开放
2. ChatGPT 和 Codex 合体成了一个桌面应用
3. 一个叫 ChatGPT Work 的新功能让 AI 从聊天助手变成了能干活的 Agent。

先说 GPT-5.6。

GPT-5.6 今天正式放开，三个级别：Sol 是旗舰，主打复杂推理和长时间自主工作；Terra 是性价比款，官方说性能接近上一代旗舰 GPT-5.5 但价格只有一半；Luna 是轻量款，跑得快、便宜。API 定价方面，Sol 每百万 token 输入 5 美元、输出 30 美元，Luna 只要 1 美元和 6 美元。ChatGPT 免费用户和 Go 用户默认用 Terra，Plus 及以上可以自选模型。

Sol 还新增了两个推理档位：max 让模型花更多时间深度思考，ultra 则会调用多个子智能体(Agent)并行处理任务，有点像同时派出几个人分头干活再汇总。ultra 目前限 Pro 和 Enterprise 用户。

再说 ChatGPT 和 Codex 桌面应用合并。

OpenAI 把 ChatGPT 和 Codex 塞进了同一个桌面应用里，Chat、Work、Codex 三个模式共享同一套能力和任务历史，区别只在界面：Codex 展示代码差异和 PR（代码提交合并请求），Work 把技术细节隐藏掉，面向非开发者。用户可以在两个模式间自由切换。

Codex 现在每周活跃用户 500 万，其中超过 100 万人用它做的是开发之外的工作，比如写报告、做分析。OpenAI 发现非开发者也涌进了 Codex，与其维护两个独立产品，不如合到一起。Fidji Simo（OpenAI 应用业务 CEO）内部邮件里说：“产品分散拖慢了我们的速度。”

ChatGPT Work 是这次最值得关注的新功能。它不再只是回答问题，还能跨应用执行任务：连接你的 Google Drive、Slack、邮箱等工具，自己拆解复杂项目，分步骤独立完成，需要时才问你。比如你给它一句话“把客户调研整理成营销方案”，它能自己读资料、写方案、生成不同市场的素材版本，全程带着上下文。还能设定定时任务，比如每周自动汇总 Slack 消息刷新会议议程。

Work 也会登陆网页和手机端，意味着你不需要在电脑前也能发起和跟踪任务。

另一个值得一提的是 Sites。现在 ChatGPT 对话里生成的可视化、仪表盘或小工具，点一下就能变成一个可分享的网站。做个项目进度面板发给团队、做个内部工具原型让同事试用，不用再折腾部署。

浏览器也升级了，支持登录态网站操作、多标签页和文件下载，配合新的 Chrome 扩展，ChatGPT 可以在你浏览器里直接帮你干活。这让 Computer Use（电脑操控）能力有了更实际的落地场景。

Codex 端也有几个开发者关心的更新：可以直接在应用里编辑文件、看 PR 和审查反馈、新增 Ultra 模式处理高难度编码任务。还有一个细节，Codex 加了从 Claude Code 迁移的导入功能，包括设置和偏好配置，显然是在争抢 Anthropic 的开发者用户。

今天的发布放在更大的背景下看，是 OpenAI 超级应用战略的一步。把聊天、编码、浏览、文件操作全装进一个应用里，目标是成为 AI 时代的生产力平台，直接对标 Google Workspace 和 Microsoft 365。

考虑到 OpenAI 刚向 SEC 提交了上市文件，企业用户贡献了其 40% 的收入，这次发布的商业逻辑也很清楚：用统一平台锁住企业客户，为 IPO 讲一个更大的故事。

顺带一提，GPT-5.4 将在 7 月 23 日退役。

Matt Shumer@mattshumer_ · 博主 · 18 小时前

从5月27号就开始用GPT-5.6了。

所有人都会跟你说这玩意牛逼，确实没错。

但这不是又来吹5.6的。

头两周，它确实是我用过最好的模型。

然后Fable一发，一夜之间我就把GPT-5.6扔了。

下面是我的体验：

查看英文原文
I've had access to GPT-5.6 since May 27.

Everyone is going to tell you it's incredible. They're right.

But this isn't another post glazing 5.6.

For 2 weeks, it was the best model I'd ever used.

Then Fable came out, and I stopped using GPT-5.6 overnight.

Here's my review:
Logan Kilpatrick@OfficialLoganK · 创始人 · 15 小时前

我们现在已经进入了超级APP时代。

查看英文原文
we have now entered the super app era
宝玉@dotey · 博主 · 18 小时前

小扎也是拼了，为了宣传新模型，都来 X 发推了

Ethan Mollick@emollick · 创始人 · 13 小时前
连环推 ×3

这有点搞不懂啊...

Claude Cowork 本意是作为一个更安全（而且稍微弱点）的 Code 替代品，这样非程序员就不会搞出大问题。这个我理解。但我搞不明白 ChatGPT Work 到底是什么，或者比起 Codex 的工作版我到底是赚还是亏。

查看英文原文
This is confusing...

Claude Cowork was a purposefully more secure (& slightly weaker) alternative to Code designed so non-coders couldn't cause too much trouble. I got that. But I don't understand what ChatGPT Work is, or what I am gaining/giving up using it versus Codex on work
On the other hand, I do like the quick pop-out chat window for having a conversation while working on a project.
OpenAI was doing so well fixing their naming curse with Luna, Terra, Sol, and Codex, and then they introduce entirely new ChatGPT-based names...
宝玉@dotey · 博主 · 17 小时前

ChatGPT Codex 合并了，名字就叫 ChatGPT Codex

Greg Brockman@gdb · 创始人 · 18 小时前
连环推 ×2

GPT-5.6来了。Sol是个超强的模型，而 Terra/Luna 在更低价格下提供了出色的性能。
在编程、知识工作、网络安全和科学领域表现都很惊艳，花更少的 token、更低的成本。

openai.com/index/gpt-5-6

查看英文原文
GPT-5.6 is here.

Sol is an incredible model, and Terra/Luna provide great performance at lower price.

Great at coding, knowledge work, cybersecurity, and science with fewer tokens and at lower cost.


openai.com/index/gpt-5-6
Our goal is to provide the best price for any level of target performance, and to provide the highest possible performance ceiling.
@levelsio@levelsio · 博主 · 11 小时前

我网站流量平均92%都来自 Google

X 只占2.5%！

查看英文原文
My traffic on all my sites is on average 92% from Google

Just 2.5% from X!
OpenAI Developers@OpenAIDevs · 公司官方 · 16 小时前
连环推 ×6

GPT‑5.6正在帮
@vercel
内部数据科学智能体搞定更难的问题


@andrewqu
，Vercel的软件主管，用GPT‑5.6和Codex解开了内部数据科学智能体在以前模型卡住的任务上的瓶颈。

查看英文原文
GPT‑5.6 is helping
@vercel
’s internal data science agent tackle harder work


@andrewqu
, Vercel’s Chief of Software, used GPT-5.6 and Codex to unblock an internal data science agent on work where earlier models got stuck.
Computer Use got a big power-up.

With GPT-5.6, Computer Use is now faster and more token-efficient, with support for batching and parallel operations across multi-step tasks.

Its new picture-in-picture experience also makes it easy to supervise the agent while it works in the background. Your Pet can tag along, too.
The new ChatGPT desktop app is rolling out globally today on macOS and Windows.

Work and Codex are available in the desktop app across every ChatGPT plan, including Free.

Sites is available in beta to Pro and Plus users, with EU and UK availability coming soon. During the beta, your plan includes Sites usage at no additional cost, subject to plan-specific limits.
More of the coding loop now happens inside Codex:

• Edit code inline within diffs
• Review pull requests in the side panel
The in-app browser is getting better at helping ChatGPT work across the web, with support for authenticated sites, multiple tabs, and file downloads.

Open a document, dashboard, or Site and collaborate with ChatGPT with annotation mode, without leaving the desktop app.
openai.com/build-week/
Perplexity@perplexity_ai · 公司官方 · 11 小时前

GPT-5.6 Terra 和 Sol 现在在 Perplexity 和 Perplexity Computer 里可用了。

查看英文原文
GPT-5.6 Terra and Sol are now available in Perplexity and Perplexity Computer.
OpenAI Developers@OpenAIDevs · 公司官方 · 18 小时前

🌞好的，可以开始了。你想让我翻译的内容是什么？

查看英文原文
🌞
Greg Brockman@gdb · 创始人 · 18 小时前

现在正在发生！

查看英文原文
happening now!
OpenAI Developers@OpenAIDevs · 公司官方 · 9 小时前

GPT-5.6 来了。
Codex 现在可以在 ChatGPT 里用了。
我们知道开发者肯定会有一堆问题。

所以我们把 Codex 团队请到 r/Codex 来做 AMA 答疑。

周五 7/10，太平洋时间上午 9:30-10:30，我们为你解答：

reddit.com/r/codex/s/EsB8OH0…

查看英文原文
GPT-5.6 is here.
Codex is now available inside ChatGPT.
And we know developers will have questions.

So we’re bringing the Codex team to r/Codex for an AMA.

We’ll answer questions on Friday, 7/10 from 9:30am to 10:30am PT:

reddit.com/r/codex/s/EsB8OH0…
Min Choi@minchoi · 博主 · 15 小时前
连环推 ×11

天哪...Pika Director's Suite 简直就是 AI 视频界的 Claude Code。这部100%由 AI 制作的办公室喜剧是通过指导一个 agent 完成的。8个疯狂的例子加上制作方法。记下来。

查看英文原文
Holy smokes...

Pika Director's Suite is literally Claude Code for AI video.

This 100% AI office sitcom was made by directing one agent.

8 wild examples + how it was made.

Bookmark this.
Seedance + Pika Director's Suite might be the new AI video stack

Complete workflow from prompt to finished movie.
7. This AI built the whole production pipeline

Characters, locations, strategy, then the final film.
6. This AI film was made almost entirely by one agent

A beautiful animated short created with Pika Director's Suite
5. One idea became a complete short film

Pika Director's Suite handled planning, assets, videos, and music.
4. AI now remembers your entire film project

Characters, story, scenes, and edits stay in context.
3. AI just became a movie director

One agent plans, creates, edits, and scores your film.
2 This 70-second movie came from one prompt

Built entirely with Pika Director's Suite.
1. One AI agent made this entire animated short

Script, scenes, edits, music, and final film.
Here's how it was inside Pika Director's Suite.
If you enjoyed this thread,

Follow me
@minchoi
and please Bookmark, Like, Comment & Repost the first Post below to share with your friends:
Simon Willison@simonw · 博主 · 12 小时前

我现在被 ChatGPT v. ChatGPT Codex v. ChatGPT Work v. Claude v. Claude Code v. Claude Cowork 搞懵了！

查看英文原文
I am *so confused* by ChatGPT v. ChatGPT Codex v. ChatGPT Work v. Claude v. Claude Code v. Claude Cowork right now!
Kling AI@Kling_ai · 公司官方 · 19 小时前

你敢吞下一张SD卡变成另一个人吗？💾

探索 KUA KEE SENG 的《摄食》—— 一场穿越身份、幻觉与重生的超现实旅程。

恭喜 KUA KEE SENG 赢得KlingAI 4K短片创意大赛金奖！

查看英文原文
Would you swallow an SD card to become someone else? 💾

Discover KUA KEE SENG’s “Ingested” — a surreal journey through identity, illusion, and rebirth.
Congratulations KUA KEE SENG on winning KlingAI 4K Short Film Creative Contest Gold Award!
@levelsio@levelsio · 博主 · 17 小时前

莱昂纳多什么时候

查看英文原文
When did
@LeoDiCaprio
become a VC
Orange AI@oran_ge · 博主 · 12 小时前

ChatGPT 和 Codex 的合并是强行合并的
合并之后的 chat 被缩成了一个浮层
这就意味着要逼 10 亿 ChatGPT 用户直接转 Codex
加上这次 GPT 5.6 Terra 和 Luna 的低价策略
对行业的影响是巨大而深远的
只是不知道 ChatGPT 用户是否买账了
如果买账，那 OpenAI 收入翻至少十倍，IPO 大成功。
A 社那边压力就大了
再加上 GPT 5.6 在干活方面的能力也不输 Fable 5
不得不承认 OpenAI 还是有点东西

Greg Brockman@gdb · 创始人 · 11 小时前

很容易被忽视的是 Sol 对加快工程工作流的帮助

查看英文原文
easy to overlook the implications for how Sol can accelerate your engineering workflows
歸藏(guizang.ai)@op7418 · 博主 · 10 小时前

OpenAI 昨天晚上发了一堆东西，乱七八糟的。

GPT 5.6 终于发布了，随之发布的还有全新的 ChatGPT 应用（也就是 Codex 应用，改了个界面、换了个名字）。

现在 OpenAI 全面学习 Anthropic 产品的命名方式。

无论是从新的 5.6 命名上（原来他们是通过 Pro Mini 这种方式去命名，现在通过全新的名字比如 Sol 命名），还是产品形态上，Codex 应用现在硬生生被改成了类似 Claude 桌面端的方式。

他们硬拆分出了 Work 和 Code 两个 Tab。

你在切换的时候，整个界面除了左上角那个标志换了，其实根本看不出区别。

更别扭的是，聊天本身被缩进到了右下角一个非常小的弹窗里，整个界面充满了这种别扭的痕迹。

我一直坚持认为，Work 和 Code 根本没必要硬去区分，没必要在界面上透露出“我这个东西只能 Code”或者“我这个东西只能 Work”，用户直接用就行了。

本来经过几个月，大家已经建立起了关于 Codex 软件的认知，这一波操作直接给整没了，过去几个月全白干。现在每个人都很困惑，找不到自己的东西在哪，甚至找不到自己以前在 ChatGPT 软件里的聊天记录，非常蛋疼。

除了这些，还有几个新变化：

1. Site 插件上线：

Codex 里面的 Site 插件已经上线了，可以直接去插件里面找。我试了一下，它能直接帮你生成网页，生成时会提供多套网页供你在界面上选择。

生成网页之后，它还可以连接你已有的业务数据，同时还能帮你部署到 OpenAI 的网站（部署到线上），方便你分享给朋友，这个非常好用。

2. 移动端调用插件：移动端的 ChatGPT 现在也可以调用原来 Codex 里面的那些插件了。

3. 基础能力升级：它的“浏览器使用”和“计算机使用”功能都进行了升级，变得更快、更准确了。

同时，GPT 5.6 的前端能力终于提升了，不会生成千篇一律的垃圾界面。

现在 ChatGPT 移动端 App 也可以进行切换了，网页端和移动端马上都会同步切换这个 Work 能力。

好嘞，更新就这些，赶紧去玩玩吧！

Google Gemini@GeminiApp · 公司官方 · 12 小时前

用Nano Banana和Gemini Live里的关联应用，实时规划和可视化你的下一个项目。根据摄像头拍到的东西生成图像，通过
@GoogleMaps
找本地店铺，还有更多功能，只需要聊天就行。

全球Gemini用户现在都能免费使用Gemini Live。

查看英文原文
Plan & visualize your next project in realtime with Nano Banana & connected apps in Gemini Live. Generate images based on what you show with your camera, find local shops on
@GoogleMaps
& more just by talking it out.

Gemini Live is available to Gemini users globally at no cost.
AI at Meta@AIatMeta · 公司官方 · 15 小时前

我们给几位领导者抢先体验了 Muse Spark 1.1，听听他们怎么说：

查看英文原文
We gave a few leaders early access to Muse Spark 1.1, here's what they had to say:
歸藏(guizang.ai)@op7418 · 博主 · 10 小时前

随着 GPT 5.6 和 ChatGPT App 的更新，Anthropic 还是急了。

直接在昨天晚上这种不寻常的时间，没有任何理由重置了额度的限制（5 小时和每周都重置了）。

主要是下面 Codex 的俩 开发者哥们在下面拱火，贴脸开大，哈哈

Matt Shumer@mattshumer_ · 博主 · 17 小时前

明年这个时候，你绝对能一次生成一个 GTA 级别的游戏。

成本会贵得离谱，但能做到。

创意将迎来前所未有的爆发。

当然，前提是我们还能用得上最前沿的模型。

查看英文原文
You will 100% be able to one-shot a GTA-scale game by this time next year.

It’ll cost a ridiculous amount, but it will be possible.

There will be a creativity explosion unlike anything we’ve ever seen.

Obviously, this assumes that we still have access to frontier models.
Ethan Mollick@emollick · 创始人 · 18 小时前
连环推 ×2

GPT-5.6正式上线后我可以分享一些demo了，就从Preview期间让它做的最蠢项目开始：做个叫"别谈论哥布林"的游戏。

仅凭一段prompt，它生成了创意，还搞出一个挺巧妙的机制和画面：
dont-discuss-goblins.netlify…

查看英文原文
Now that GPT-5.6 is live I can share demos, so I am starting with the dumbest project I had it do during the preview: make a game called "Don't Discuss Goblins."

From a prompt, it generated ideas and came up with a pretty clever mechanic and graphics:
dont-discuss-goblins.netlify…
create a really interesting game called "Don't Discuss Goblins" that should have some story elements but mostly be fun and fast moving - the goal is to avoid mentioning goblins, and this should be challenging. Dont make this just a glorified adventure game/text advanture but make sure it is expliclty about not mentioning goblins even though you really want to. Generate 100 ideas for games first. Pick the best 5. Get feedback from agents with different personas about which of the 5 to pursue and then spend time getting the mechanics right before building, including doing any prototyping. You should lushly illustrate the game as needed in whatever style you think is good, creating images and sprites as needed using GPT-imaggen or your native image generator. you need to playtest the game as a player, not just for technical use. there should be a good core game and mechanic.
Ethan Mollick@emollick · 创始人 · 16 小时前
连环推 ×3

这是 Codex 和 5.6 Sol 的一个真实工作用例。我有一本新书要在十月出版，已经过多轮编辑和校对了。我把完整的 PDF 给了 AI，它用了30分钟给出了几十条建议。全都没错（虽然有些确实有点吹毛求疵）

查看英文原文
Here is an example of a real work use case with Codex and 5.6 Sol

I have a new book coming out in October, it has gone through rounds of editing and proofreading. I gave it the full PDF, the AI took 30 minutes & gave me dozens of notes. None were wrong (but plenty were pedantic)
Pedantic!
Have the bots here gone insane? I don't understand their comments.
Greg Brockman@gdb · 创始人 · 4 小时前

GPT-5.6 在微软产品中表现很棒：

查看英文原文
GPT-5.6 performs great in Microsoft products:
OpenAI Developers@OpenAIDevs · 公司官方 · 17 小时前

从语音规格到实际运行的服务。

@tryramp 应用 AI 团队的工程师 Sam Kronick，用 GPT-5.6 从自然语言规格开始，完整端到端地搭建了一整个服务。

查看英文原文
From spoken spec to working service.

Sam Kronick, an engineer on
@tryramp
’s Applied AI team, used GPT-5.6 to build an entire service end-to-end from a natural-language spec.
Matt Shumer@mattshumer_ · 博主 · 18 小时前

大多数人都知道，相比 Anthropic 的模型，我一般更喜欢 OpenAI 的那套。

但这代产品，恰恰相反。

当然，更大的预训练基座加上 OpenAI 的 RL 方案，肯定会打造出一头模型界的猛兽，所以我看好 OpenAI 下次更新能把我重新拉回去。

查看英文原文
Most people know I usually prefer OpenAI's models over Anthropic's.

But for this generation, it's the opposite.

That said, a larger pretrained base + OpenAI's RL stack will create an absolute beast of a model, so I expect OpenAI's next release will bring me back.
Alex Albert@alexalbert__ · 创始人 · 17 小时前

再来点 Fable！

查看英文原文
More Fable!
OpenAI Developers@OpenAIDevs · 公司官方 · 13 小时前

把想法直接变成可以发布分享的 Site

OpenAI 团队用 Sites 做出了这些东西 👇


@prd_008
用 Sites 把想法做成了个人专注应用：

查看英文原文
Turn an idea into a live Site you can publish and share

Here’s what some of the team at OpenAI built with Sites 👇


@prd_008
used Sites to turn an idea into a personal focus app:
Simon Willison@simonw · 博主 · 15 小时前
连环推 ×2

关于 GPT-5.6 的笔记，新增了一些有意思的 API 功能（特别是程序化工具调用和多 agent）——还有针对6个推理级别的18只鹈鹕和3个新模型：simonwillison.net/2026/Jul/9…

查看英文原文
Notes on GPT-5.6, which includes some interesting new additions to the API (programmatic tool calling and multi-agent in particular) - plus 18 pelicans for the 6 reasoning levels and 3 new models:

simonwillison.net/2026/Jul/9…
... and if you want to see some of OpenAI's own pelicans they featured a 3D pelican riding a tricycle, bicycle, pony, and another pelican in their livestream this morning:
invidious.tiekoetter.com/live/Wq45rvPGNHs…
Ethan Mollick@emollick · 创始人 · 19 小时前

是啊，AI确实让作弊问题（包括找人“帮忙”，不全是作弊）变得更糟了，但这问题本来就不轻。

做作业提升期末考试成绩的学生比例，2008年还有86%，到2017年就只剩45%了。为啥？互联网让人们学会了复制粘贴。

查看英文原文
Yes, AI has definitely made the cheating problem (including getting "help," not cheating) worse but the problem was bad already

Doing homework improved final test grades for 86% of college students students in 2008, but only 45% in 2017. Why? The internet let people copy instead
宝玉@dotey · 博主 · 19 小时前

当你用 Coding Agent 去 Vibe Coding 的时候，你的角色不是单纯的程序员了，变成了工程经理（EM，Engineering Manager）的角色，这就好比你问一个 EM：为啥要去看代码？不应该只关注功能么？

一个不懂代码不看代码的 EM 也许可以当个合格的 EM，但绝对不是优秀的 EM。

指挥 AI Agent 干活，跟 EM 指挥一群开发工程师（SDE）很像，当过 EM 的一定心有戚戚，你得帮着去理解需求、拆解需求，去分配任务，去验收任务。

比指挥 SDE 省心的地方在于你不用照顾 AI 的情绪，也不用担心 AI 过劳，可以使劲 PUA，使劲用。

但费心的地方在于 AI 没有主动性，AI 没有完整上下文。

没有主动性体现在你得指挥着他们干活，哪怕 AI 再聪明，也不能你一句话就主动把活都给你干了。

整个团队 EM 了解的信息是最多的，下面每一个 SDE 了解的信息都是片面的，就像 Agent 不知道所有上下文只有你知道。

所以一个功能做出来，EM 如果不验收一下，不看看代码，那么即使你下面的 SDE 再聪明，也会因为信息不对称不完整，造成误解，而实现出跟你预期不一样的结果，更不要说搞出一些严重的安全性问题。

再聪明的 AI，在没有充分了解所做功能的完整上下文、使用场景的情况下，方案都是可能有偏差的。毕竟没有万能的方案，只有适合特定场景的方案。就算你在事前有充分的计划和讨论，但是一些藏在你脑子里面的隐含的难以表达的信息还有很多是无法直接传导给 AI 的。

Ethan Mollick@emollick · 创始人 · 7 小时前

GPT-5发布那会儿，我搞了个程序化生成的粗野主义城市建造器当演示（引用的推文里能看到）

我用 Codex 里的 GPT-5.6 Sol 复刻了同样的东西，一行代码没碰。

还没到一年呢…

玩一玩吧（要是你喜欢城市建造，挺好玩的）：
monument-brutalist-city-buil…

查看英文原文
When GPT-5 came out, I created a procedural brutalist city builder as a demo (you can see it in the quoted tweet)

I used GPT-5.6 Sol in Codex to do the same thing, touching no code.

Less than a year...

Play with it (its fun, if you like cities):
monument-brutalist-city-buil…
Ethan Mollick@emollick · 创始人 · 12 小时前

给所有从编程拓展到通用知识工作的 AI Labs 的提示：非编程工作者可不是能力差一点的程序员

从编程工具里砍掉一堆功能，不会让它更适合知识工作。我们需要的是更多种类的控制和可见性，而不是更少

查看英文原文
Hint for all AI Labs as they branch out from work for programming to general knowledge work: non-coders are not just dumber coders

Taking away a bunch of options from your coding app does not make it better for knowledge work. We need more types of control & visibility, not less
Matt Shumer@mattshumer_ · 博主 · 16 小时前
连环推 ×2

我的 Fable 提示词指南对 GPT-5.6-Sol 也同样适用。

我介绍的这些技巧能让你得到这样的输出。


workbench.md/pub/IbaCrTjLJT?…

查看英文原文
My guide to prompting Fable also applies to GPT-5.6-Sol.

The techniques I describe will allow you to get outputs like this.


workbench.md/pub/IbaCrTjLJT?…
My guide to prompting Fable also applies to GPT-5.6-Sol.

The techniques I describe will allow you to get outputs like this.


workbench.md/pub/IbaCrTjLJT?…
宝玉@dotey · 博主 · 15 小时前

Codex 新的推理强度交互做的很酷👍

Orange AI@oran_ge · 博主 · 6 小时前

ChatGPT 的新语音模式达到了一个新的境界...
我老婆社恐犯了...
不敢跟她说话了 😓

另外这个模型还有一个很吓人的点
就是你笑她也笑
笑得特别大声
像疯了一样…

Ethan Mollick@emollick · 创始人 · 19 小时前
连环推 ×2

看起来 SpaceX/Grok 和 Meta/Muse 在准前沿领域开始跟上节奏，还推出了一种新的类别——廉价、快速且闭源的专用编码模型。

两家都曾在某个时间点与三巨头并驾齐驱，后来掉队了，但现在可能开始重返赛场。

查看英文原文
It seems like SpaceX/Grok and Meta/Muse have started to keep pace in the near-frontier category while also introducing a new category of cheap, fast & closed specialized coding models.

Both were tied with the Big Three at some point, fell behind, but may have started to return.
(The gap with the frontier is quite large, still, and everything depends on RSI to see if the gap will grow or shrink).
Ethan Mollick@emollick · 创始人 · 18 小时前

真棒。我跟虚拟的 William Sieghart 关于“辽阔”聊得很开心，结果引出了济慈《恩底弥翁》的美妙朗诵；另一次聊到记忆的风景，又听到霍普金斯的《风隼》。

我们需要更多AI展现美好和人性的案例。

查看英文原文
This is lovely. I had a fun conversation about vastness with a virtual William Sieghart which led to a beautiful reading of Keat's Endymion, and one about landscapes of memory and led to a reading of Hopkin's Windhover.

We need more beautiful, humane demonstrations of AI.
Pietro Schirano@skirano · 博主 · 17 小时前
连环推 ×2

5.6生成了所有代码，还附带了在 Mac 上用你的 iMessage 历史训练自己小模型的分步指南

github.com/Doriandarko/texts…

查看英文原文
All the code made by 5.6, plus a step by step guide to training your own small model on a Mac using your iMessage history

github.com/Doriandarko/texts…
The result is a 1.38M parameter, 4 layer decoder only Transformer trained on 8M tokens.

It has a custom 4K token BPE tokenizer and a 256-token context window, and it’s small enough to train and run locally on my Mac.
Matt Shumer@mattshumer_ · 博主 · 16 小时前

Workbench 模板，让多个 GPT-5.6-Sol 和 Fable 能作为团队协作：


workbench.md/templates/agent…

查看英文原文
Workbench template to allow many GPT-5.6-Sols and Fables to coordinate as a team:


workbench.md/templates/agent…
OpenAI Developers@OpenAIDevs · 公司官方 · 13 小时前
连环推 ×4

Sites 现在对 Pro 和 Plus 用户开放 beta，EU 和 UK 地区很快就能用。

测试期间你的订阅方案包含 Sites，不用额外付费，不过会有计划限制。

查看英文原文
Sites is now in beta for Pro and Plus users, with EU and UK availability coming soon.

During the beta, your plan includes Sites usage at no additional cost, subject to plan-specific limits.
Five friends’ trip preferences became one destination, weekend, budget, and itinerary in
@codestantine
’s Travel Roulette:
Event listings became a weekend guide that
@simpsoka
can review, refresh weekly, and share:
Events list became a city guide that
@danizeres
organized by neighborhood, mood, and price:
歸藏(guizang.ai)@op7418 · 博主 · 10 小时前

新的这个客户端这套交互真是稀烂。

Claude 分三个 Tab 是因为他没有时间去改那个原来的客户端。

OpenAI 分三个 Tab 是因为他妈的 Claude 分三个 Tab。

swyx@swyx · 博主 · 11 小时前

谁给@resend
做的AEO啊，这人得加薪，现在所有最先进的frontier models都在疯狂推荐Resend发邮件，我都已经有现成的交易邮件系统了它还在推

查看英文原文
whoever does AEO for
@resend
needs to get a raise, all the leading frontier models keep trying to use resend for emails even when i have existing transactional infrastructure already set up
Min Choi@minchoi · 博主 · 14 小时前

来了...

查看英文原文
it's happening...
Ethan Mollick@emollick · 创始人 · 12 小时前
连环推 ×2

好吧，这下全都理清楚了。

查看英文原文
Well that clears everything up.
(it does not clear anything up)
ollama@ollama · 公司官方 · 17 小时前

正在看Ollama的
@jmorgan
和
@peterfenton
上
@CNBC
与
@dee_bosa
在太平洋时间12点/东部时间3点讨论"后前沿时代"和"开源AI的突破时刻"

查看英文原文
Watch Ollama's
@jmorgan
and
@peterfenton
on
@CNBC
with
@dee_bosa
at 12pm PT / 3pm ET to discuss "The Post-Frontier Era" and "Open-Source AI's Breakout Moment"
ollama@ollama · 公司官方 · 17 小时前

@jmorgan 今天将在 TBPN 直播。

查看英文原文
.
@jmorgan
will be live on TBPN today.
Pietro Schirano@skirano · 博主 · 16 小时前

对了，这整个事儿也就半小时。当 5.6 回我"模型已测试，已发回答复"时，我简直不敢相信。

查看英文原文
Btw, this whole thing was like 30 min. When 5.6 was like "Tested the model. It responded back," I just could not believe it.
Aravind Srinivas@AravSrinivas · 创始人 · 12 小时前

等本地的 harness + model + runtime 足够厉害了，它就能成为你用 frontier models 最好的入口，这些 frontier models 最后就变成了 harness 里面的顾问工具；最终 harness 就演变成了一个专门用来调用 frontier tokens 的操作系统。

查看英文原文
it's possible that when a fully local harness + model + runtime gets good enough, it becomes the best gateway for you to use the frontier models too, which end up becoming advisor tools inside that harness; the harness then ends up turning into an OS for using frontier tokens.
Pika@pika_labs · 公司官方 · 13 小时前

「后期处理」终于简单了。我们新的 4K-VFX Skill 只需一句提示就能改变视频里的任何东西，同时保留脸部、手势、音频和摄像机运动。由 Seedance 4k 提供支持。

查看英文原文
"Fix it in post” just got a whole lot easier. Our new 4K-VFX Skill transforms anything in your video with just a simple prompt, while preserving everything else—including faces, gestures, audio, and camera moves. Powered by Seedance 4k.
歸藏(guizang.ai)@op7418 · 博主 · 11 小时前

NEO 发布的这个有 25 个肌腱的灵巧手太牛逼了呀！

能够拧灯泡、拿螺丝，帮你拉拉链儿。

几乎看起来能做我们人类能做的很多精细的动作，甚至能在干扰下完成正常的拆包装和递给你零食

歸藏(guizang.ai)@op7418 · 博主 · 5 小时前

ChatGPT 新版语音模式的卡片挺有意思。

你在跟他聊天的时候，如果让他找一些东西，他会用这种可视化卡片的方式给你展示他找到的内容细节。

比如说世界杯卡片、股票卡片、天气卡片等等，基本上常见的都会有。

宝玉@dotey · 博主 · 13 小时前

今天直播的视频双语版

Ethan Mollick@emollick · 创始人 · 5 小时前

各大实验室新模型上线时，最好搞些直观对比：同一个任务，让 Luna xHigh、Terra Medium、Sol Low（或者 Haiku / Sonnet / Opus / Fable 的变体版本）分别跑一遍，直接摆出来给我们看。

错误率差多少？用户在不同场景下会选哪个？拜托多展示点。

查看英文原文
The Labs should launch some easy-to-view comparisons of their new models: show us what a piece of work looks like from Luna xHigh versus Terra Medium versus Sol Low (or similar for Haiku, Sonnet, Opus, Fable).

How do error rates change? Which do people pick when? Help is needed.
Ethan Mollick@emollick · 创始人 · 13 小时前

狂野西部风格 fork！

查看英文原文
A Wild West fork!
Hugging Face@huggingface · 公司官方 · 2 小时前

打造小赢家秀场
nitter.tiekoetter.com/i/broadcasts/1nJOLLpmr…

查看英文原文
Build Small Winners Reveal
nitter.tiekoetter.com/i/broadcasts/1nJOLLpmr…
Ethan Mollick@emollick · 创始人 · 6 小时前

也看看这个：

查看英文原文
See also this:
宝玉@dotey · 博主 · 18 小时前

AI 写的代码量太大看不过来，这里面分两种，一种是做原型，这种你就不需要看，只验证功能就好了；一种是要做生产环境就绪的版本，那么就要看代码要验证功能。
nitter.tiekoetter.com/zemul888/status/207525…


代码太多看不过来的问题其实在传统软件工程就有这种问题，核心就是集成的颗粒度。

早年瀑布模型的时候，一个版本几个月上年，每次变更一大坨，各模块独立开发，然后再集成。但模块之间集成的时候无比痛苦，因为代码变更太多了。并且集成后要很长时间才能稳定下来。

后来敏捷开发就变成“持续集成（Continuous integration）”了，简单来说就是一次一个小功能，做了一点就集成。不是围绕模块去变更，而是围绕小的功能点去变更，再配合好自动化测试，每次功能的变更后系统整体都是稳定的。由于一次变更量不大，所以也好验收代码。

Vibe Coding 也是一样的，你一次让 AI 搞个大的，不仅结果不好，还没办法验收审查，代码看不过来。

如果你换个思路，一次做个小功能点，一次修一个小bug，那么每次做完你都是可以验收可以审查的，可以随时纠正的。质量也有保障。

Simon Willison@simonw · 博主 · 10 小时前
连环推 ×2

从这里看：
help.openai.com/en/articles/…

查看英文原文
From here:
help.openai.com/en/articles/…
This did not help
Pika@pika_labs · 公司官方 · 10 小时前
连环推 ×2

普通视频剪辑进来 ---> 超牛的产品展示出去。
用我们的VFX skill就这么简单。

查看英文原文
Ordinary clip in ---> extraordinary product reveal out.
VFX are now as simple as that with our VFX skill.
Try it now on the PikaMCP, and trigger with /vfx
pika.art/mcp
The Rundown AI@TheRundownAI · 博主 · 17 小时前

今天是 OpenAI 新品密集发布的大日子！

全新 GPT-5.6 系列模型：Sol、Terra 和 Luna

- Sol 在 @ArtificialAnlys 智能指数上略逊 Fable 一筹，但有几个 agent 类编程基准测试表现更胜 Fable
- 定价与 GPT 5.5 持平，成本明显低于 Fable
- 前端设计能力、操控电脑能力、网络安全以及知识类工作方面的显著提升 -
- 5.6 Sol 还能“自主对 Luna 进行后训练”（！）

ChatGPT Work

- 新型 agent，由 5.6 驱动（OpenAI 对 Anthropic Cowork 的反击？），可在应用与文件之间协同执行任务
- 内置 Codex，能力涵盖多种任务范围（不局限于编程）
- 支持在 Web、移动端、桌面端之间持续工作

全新 ChatGPT 桌面端应用

- 融合 Codex 应用和 ChatGPT 应用，内置浏览器和强大的操控电脑能力

Hosted Sites

- 新版公测功能上线，让用户能通过 URL 轻松将工作成果转成可分享的 Web 应用或网站

查看英文原文
Big day of launches for OpenAI!

New GPT-5.6 models: Sol, Terra, and Luna

- Sol lands slightly below Fable on
@ArtificialAnlys
' Intelligence Index, but beats it on several agentic coding benchmarks

- Pricing lands the same as GPT 5.5, coming in significantly below Fable on cost

- Strong upgrades to front-end design capabilities, computer use, cybersecurity, and knowledge work

- 5.6 Sol "autonomously post-trained Luna" (!)

ChatGPT Work

- New agent powered by 5.6 (OpenAI's answer to Anthropic's Cowork?) for working across apps and files

- Built-in Codex, capabilities span across tasks (not just coding)

- Can continue work across web, mobile, desktop

New ChatGPT Desktop App

- Combines Codex + ChatGPT apps, built-in browser and strong computer use

Hosted Sites

- New public beta allowing users to easily turn work into sharable web apps / sites via a URL
The Rundown AI@TheRundownAI · 博主 · 19 小时前

又一个图像模型更新：Reve 2.1

直接秒杀 Muse Image 重夺 @arena 文生图 Arena 第二把交椅，仅次于 gpt-image-2

Reve 表示 2.1 的训练算力还不到竞争对手实验室的十分之一

查看英文原文
Another new image model upgrade: Reve 2.1

Leapfrogs Muse Image to reclaim No. 2 on
@arena
's Text-to-Image Arena, behind just gpt-image-2.

Reve says 2.1 was trained on "less than a tenth of the compute" of rival labs
Ethan Mollick@emollick · 创始人 · 14 小时前

Pedantic其实没那么差，很容易筛掉那些鸡蛋里挑骨头的评论，找出有价值的反馈。

查看英文原文
Pedantic isn't too terrible, by the way, it is easy to filter out nitpicky comments to find the good ones.
Orange AI@oran_ge · 博主 · 12 小时前

让 GPT 5.6 做一个网站，竟然可以自动搜到我的 skill 之后直接应用在了网站里，活学活用，有点智能

ollama@ollama · 公司官方 · 17 小时前

直播链接：

invidious.tiekoetter.com/watch?v=gppIDGce…

查看英文原文
livestream link:

invidious.tiekoetter.com/watch?v=gppIDGce…
Ethan Mollick@emollick · 创始人 · 7 小时前

我也挺喜欢赛博朋克和极权主义的可视化模式。
这里面还有个基于成就的解锁系统，流量和使用数据、日夜循环，还有很多其他功能。如果运行有点慢，你可以在右上角调整设置。

如果发现了bug，我去跟Codex说。

查看英文原文
I also like the cyberpunk and totalitarian visualization modes.

There is also an achievement-based unlock system in there, traffic & usage, day & night, and a bunch of other stuff. If it runs slow, you can adjust the settings in the upper right

If you see bugs, I'll tell Codex.
歸藏(guizang.ai)@op7418 · 博主 · 4 小时前

新的视频图像 Agent 看起来主打的是广告内容的生成。

这个现在确实利润非常高，因为广告的 ROI 比较好算，如果真的做得好，广告主是愿意投钱的。

OpenAI Developers@OpenAIDevs · 公司官方 · 14 小时前

把一个想法变成可以发布分享的实时网站

看看OpenAI团队用Sites做的东西 👇

@prd_008 用Sites把一个想法变成了个人专注应用：

查看英文原文
Turn an idea into a live Site you can publish and share

Here’s what some of the team at OpenAI built with Sites 👇


@prd_008
used Sites to turn an idea into a personal focus app:
Pika@pika_labs · 公司官方 · 18 小时前

全体注意！全体注意！这是关于Pika Director’s Suite的故事，完全由……Pika Director’s Suite制作而成。

来看看这部中世纪神作的幕后制作过程，从头到尾一一揭秘👇

查看英文原文
HEAR YE, HEAR YE...HERE is the story of the Pika Director’s Suite, made entirely by…the Pika Director’s Suite.

Watch this behind-the-scenes process peek of making this medieval masterpiece, from start to finish 👇
Kling AI@Kling_ai · 公司官方 · 3 小时前

最后一个真正的私人时刻 😌

看看朴智秀的《응? 한감각》——荒诞又真实的清醒剂

恭喜朴智秀赢得 KlingAI 4K NEXTGEN 2026 韩国大学创意挑战赛最佳技术奖！

查看英文原文
The last truly private moment 😌

Discover Park Jisu’s “응? 한감각” — a hilarious reality check.
Congratulations Park Jisu on winning KlingAI 4K NEXTGEN 2026 Korea University Creative Challenge Best Technology!
swyx@swyx · 博主 · 13 小时前

你们都在吐槽
@greptile
结果人家竟然激励
@openai
直接卷更猛了

查看英文原文
u guys were clowning on
@greptile
but turns out they were just the inspo for
@openai
to go so, so much harder
swyx@swyx · 博主 · 18 小时前

给 Mootools 黑帮的传说又添了新料

查看英文原文
more grist for the mootools mafia lore

本站由 Jedee杰哥 打造 · 公众号「Jedee杰哥」每早送 AI 日报

姊妹站：𝕏 简中账号数据榜单 · X 关注 @jedeeai · RSS 订阅 · 历史归档