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ビジネス

「ビジネス」タグが付いたAI Pulseの更新一覧です。

1564 件のシグナル
OpenAI11/05 08:01ビジネス

DevRev delivers autonomous self-service with GPT-6.1 Sol

DevRev uses GPT-6.1 Sol to power Computer and Operator, balancing reasoning, speed, and cost for enterprise service.

OpenAI11/05 08:01ビジネス

A thousand fewer paths to root

OpenAI built an autonomous pipeline that found, validated, and generated patches for 948 local privilege-escalation vulnerabilities in the Linux kernel.

X.com11/04 23:33ビジネス

Plaintiff lawyers only get paid if they win, so every legal firm hits a limit on how many cas...

Plaintiff lawyers only get paid if they win, so every legal firm hits a limit on how many cases it can take, and every case it turns down leaves someone without a lawyer. Eve builds AI that handles the time-intensive cas

X.com11/04 23:18ビジネス

2.

2. 通过零样本提示词生成了一艘可交互的 3D 历史帆船 船帆、索具、火炮和开阔水面全部出现在同一个场景中,而且可以自由移动探索。

X.com11/04 22:48ビジネス

Read the full preprint here: https:// www-cdn.anthropic.com/76e55fbe85697a fbaae16b839498dc00...

Read the full preprint here: https:// www-cdn.anthropic.com/76e55fbe85697a fbaae16b839498dc00797dec30.pdf …

X.com11/04 22:48ビジネス

The best time to fix your pitch deck is before the first VC sees it.

The best time to fix your pitch deck is before the first VC sees it. Once a fund passes, you rarely get a second look. SaaStr AI grades your deck in 2 minutes. 4,000+ founders have used it. https:// saastr.ai/ai-vc

X.com11/04 22:03ビジネス

We’re also working with engineers at Chip Ganassi Racing to turn 3D scans into editable CAD m...

We’re also working with engineers at Chip Ganassi Racing to turn 3D scans into editable CAD models and manufacturing drawings, and with Mazda to explore new vehicle designs through simulation. Engineers review the output

X.com11/04 22:03ビジネス

OpenClaw🦞 @openclaw · 3h OpenClaw🦞 @openclaw Knowledge: A New Approach to Memory in OpenCla...

OpenClaw🦞 @openclaw · 3h OpenClaw🦞 @openclaw Knowledge: A New Approach to Memory in OpenClaw | The ClawCast Episode 16 2 4 41 11K

X.com11/04 22:03ビジネス

New York Univ Prof.

New York Univ Prof. Aswath Damodaran, the Dean of Valuation, breaks down Leopold Aschenbrenner's situational awareness. "The people who'd lent him money now came back and said, 'Hey, you owe us a lot of money. Your fund

X.com11/04 21:33ビジネス

1 billion humanoids.

1 billion humanoids. That's how many could be in use globally within the next quarter-century. We're mapping the companies bringing robots from the lab to your living room in The Robot Almanac.

X.com11/04 20:18ビジネス

Turn websites into structured data your LLM pipeline can use, running on your own machine: - ...

Turn websites into structured data your LLM pipeline can use, running on your own machine: - Crawl pages and extract content into structured data - Search and crawl with live progress via SSE - Connects to Dify, N8N, and

X.com11/04 19:48ビジネス

Two weeks from today: #SC26 Keynote Speaker Anima Anandkumar takes the stage in Chicago!

Two weeks from today: #SC26 Keynote Speaker Anima Anandkumar takes the stage in Chicago! Learn more about her work in AI and her special relationship with the SC Conference series: https:// sc26.supercomputing.org/2026/0

X.com11/04 19:18ビジネス

Voice Remixing for Gemini 3.8 Flash TTS is now live in @GoogleAIStudio and the Gemini API.

Voice Remixing for Gemini 3.8 Flash TTS is now live in @GoogleAIStudio and the Gemini API. Start with a preset from our library of 2,000+ voices or a custom-designed voice, and use prompts to fine-tune timbre, pitch, pac

X.com11/04 19:18ビジネス

In the next version of Grok Bot Your recently messaged bots will show up as contacts that you...

In the next version of Grok Bot Your recently messaged bots will show up as contacts that you can quickly share with.

OpenAI11/04 08:01ビジネス

OpenAI appoints Jill Hazelbaker as Chief Corporate Affairs Officer

Jill Hazelbaker will join OpenAI as Chief Corporate Affairs Officer, leading the company’s global communications and corporate positioning.

X.com11/03 23:18ビジネス

Some people say that Opus 5.5 can already completely recreate OpenAI's new promotional video ...

Some people say that Opus 5.5 can already completely recreate OpenAI's new promotional video using code. No video generation models were used, just Three.js, GLSL, and an SDF female lead. Next time, we can try a tougher

X.com11/03 23:18ビジネス

We got drunk, going from a world where only certain specialists can build things to a world w...

We got drunk, going from a world where only certain specialists can build things to a world where anyone can build anything. Now the hangover is setting in. Just because you can, does not always mean you should

X.com11/03 22:48ビジネス

Big news for our developers!

Big news for our developers! We are shipping a developer preview that dramatically expands the capabilities of all apps to integrate into Siri. So excited to see what you folks do with this.

X.com11/03 22:17ビジネス

guys i'm losing my mind here.

guys i'm losing my mind here. almost every reply i get is AI. every message request i have is AI. are there humans left here?

X.com11/03 22:17ビジネス

We looked at the data and the data stared right back at us 🥀 Some insights into AutomationBe...

We looked at the data and the data stared right back at us 🥀 Some insights into AutomationBench, OfficeQA Pro v2, web access in public benches and why monitoring is hard. This has been in the work for months, more to co

X.com11/03 22:02ビジネス

Friday was my last day at Anthropic.

Friday was my last day at Anthropic. Two years ago, when Claude Code was a small internal tool, I asked it to build an RL env. I steered it for tens of hours but never manually wrote a line of code. It worked, I was hook

X.com11/03 22:02ビジネス

anyone who is great at deeply explaining things now can make 1h long videos explaining any de...

anyone who is great at deeply explaining things now can make 1h long videos explaining any deeply complex topics in a highly intuitive way like someone could produce a 1h video about how markets work and how things get c

X.com11/03 22:02ビジネス

Use AI to analyze your portfolio on Interactive Brokers – connect your investments to ChatGPT...

Use AI to analyze your portfolio on Interactive Brokers – connect your investments to ChatGPT, Claude, and more. Paid post with @IBKR Ad

X.com11/03 21:48ビジネス

One prompt.

One prompt. One 30-second take. Eight scenes, zero cuts. The subject stays locked dead centre while every background changes on the beat. Seedance 2.5 on OpenClips. Sign up FREE.

X.com11/03 21:48ビジネス

There is a version of the future which is rebels with hyper advanced AI vs monolithic incumbe...

There is a version of the future which is rebels with hyper advanced AI vs monolithic incumbents with boatloads of free cash flow and reg capture…

X.com11/03 21:48ビジネス

i made AnyScene to build any scene in an hour.

i made AnyScene to build any scene in an hour. i built AnyShot to render those scenes in a few minutes. on my RTX 5070 Ti, a single walkthrough like this takes 6 hours to render. AnyShot fans it out across up to 100 RTX

X.com11/03 21:48ビジネス

Gemini contacts your vendors and places restock orders.

Gemini contacts your vendors and places restock orders. Now your shelves are ready for every rush. Make work less work.

X.com11/03 21:32ビジネス

⚡ Inside the 2026 SOTA of Software Factories with @zachlloydtweets of @warpdotdev !

⚡ Inside the 2026 SOTA of Software Factories with @zachlloydtweets of @warpdotdev ! Warp's open source cloud factory approach has been resonating bigly this year, leading to multiple top @aiDotEngineer talks and an invit

X.com11/03 21:02ビジネス

You can't claim both that AI is fake and that it's destroying jobs.

You can't claim both that AI is fake and that it's destroying jobs. If it were fake it wouldn't be able to.

X.com11/03 21:02ビジネス

The AI bubble bursting is going to be one of the biggest reality checks in tech history.

The AI bubble bursting is going to be one of the biggest reality checks in tech history. These companies have spent years convincing us that AI is the future while burning billions, destroying jobs, draining natural reso

X.com11/03 21:02ビジネス

Josh Gruenstein of Tutor Intelligence on how to value a robot: "You take how much work a robo...

Josh Gruenstein of Tutor Intelligence on how to value a robot: "You take how much work a robot can do and you divide it by its cost, and that's it. Everything else is commentary." If robots can do that work for less, he

X.com11/03 21:02ビジネス

BlueChip.

BlueChip. Built in America. America made the first electronic computer to win a war. Now we depend on our greatest adversaries to build the computers that run our economy and defend our nation. Today, we bring it home.

X.com11/03 21:02ビジネス

Robot control has seemed reserved for frontier LLMs like Astra and Opus 5.5.

Robot control has seemed reserved for frontier LLMs like Astra and Opus 5.5. Our results challenge that view: robot-use is a general capability emerged across many LLMs, including open-weight models like Qwen and DeepSee

X.com11/03 20:47ビジネス

You can now create and share your avatar in Gemini to star in images and videos with friends.

You can now create and share your avatar in Gemini to star in images and videos with friends. Share your personal avatars, tag each other in prompts, and maintain character and voice consistency. Plus, you're in control

X.com11/03 20:47ビジネス

It looks like Astra didn't natively read Qwen's weights?

It looks like Astra didn't natively read Qwen's weights? As I understand it, Qwen would get stuck in a loop and not answer the question. Astra used code to perform some standard interp techniques, found a looping directi

X.com11/03 20:47ビジネス

High utility bills and data centers are making public service commission races more competiti...

High utility bills and data centers are making public service commission races more competitive in some states

X.com11/03 20:32ビジネス

Blacksmith (W24) is building a faster cloud for continuous integration (CI), helping develope...

Blacksmith (W24) is building a faster cloud for continuous integration (CI), helping developers test and ship code as AI coding tools generate more of it. As software production accelerates, testing and validation are be

X.com11/03 20:16ビジネス

Claude API Public Beta Message Threads: No Need to Resend History for Long Conversations Each...

Claude API Public Beta Message Threads: No Need to Resend History for Long Conversations Each Round, Faster Replies, Same Pricing Anthropic today launched a public beta for "message threads" in the Messages API (the prim

X.com11/03 20:16ビジネス

Breaking: Google will turn off web search for schools that opt out of A.I.

Breaking: Google will turn off web search for schools that opt out of A.I. for kids.

X.com11/03 20:16ビジネス

Anthropic Hiring Communications Lead for Claude Developer Platform, Salary $265K to $295K Ant...

Anthropic Hiring Communications Lead for Claude Developer Platform, Salary $265K to $295K Anthropic is hiring a "Claude Platform Communications Manager" to handle external communications for the Claude developer platform

X.com11/03 20:16ビジネス

DeepSeek Harness is way too hot.

DeepSeek Harness is way too hot. Opened two WeChat discussion groups in the evening, and they were both full with 200 people in less than 10 minutes. Based on past experience, the group gets pretty lively around 350 peop

X.com11/03 20:16ビジネス

Former New York Fed President Bill Dudley says we should be worried that the current AI boom ...

Former New York Fed President Bill Dudley says we should be worried that the current AI boom may be sowing the seeds for a future financial crisis (via @opinion )

X.com11/03 20:16ビジネス

Founders send decks with no net revenue retention, no burn multiple, and a market slide that ...

Founders send decks with no net revenue retention, no burn multiple, and a market slide that says $100B TAM. Then they wonder why no one replies. Run your deck through the SaaStr AI pitch deck review and see which number

X.com11/03 20:16ビジネス

AI moderators can now handle a full hour of open conversation with a real person on camera.

AI moderators can now handle a full hour of open conversation with a real person on camera. @atypica_AI just introduced Atypica AI Moderator for face-to-face consumer interviews at scale, with many sessions running in pa

X.com11/03 20:02ビジネス

Now in OpenClaw - it was collaborating with them on this!

Now in OpenClaw - it was collaborating with them on this! We have a lot more updates to the model coming...

X.com11/03 20:02ビジネス

Is the wheel thing because the company doesn't allow using Claude?

Is the wheel thing because the company doesn't allow using Claude? Indeed, Astra isn't as handy for writing code as Opus 5.5. Good code is standard and doesn't need special explanation; it's the bad code that requires pe

X.com11/03 19:47ビジネス

Grok @Bot 's new calling feature is very impressive.

Grok @Bot 's new calling feature is very impressive. You just tell it who to call and why, and it handles the conversation for you. It shows a real-time transcript of the call, and if Grok needs additional info from you,

X.com11/03 19:47ビジネス

AI Arms Race Turns into a $1.3 Trillion Data Center Leasing Gamble.

AI Arms Race Turns into a $1.3 Trillion Data Center Leasing Gamble. Oracle, Microsoft, Meta, Amazon, and Google have committed to over $1.3 trillion in future leasing expenditures, with about 70% added in the most recent

X.com11/03 19:47ビジネス

Proud to be a launch partner in the @FireworksAI_HQ Frontier Ecosystem!

Proud to be a launch partner in the @FireworksAI_HQ Frontier Ecosystem!

X.com11/03 19:32ビジネス

After using the Claude CLI connection with magpie, it gets stuck particularly easily and does...

After using the Claude CLI connection with magpie, it gets stuck particularly easily and doesn't output anything, so I had to switch back to using the CLI directly with herdr.

X.com11/03 19:17ビジネス

Suddenly had an idea to build a global note-taking tool for Obsidian.

Suddenly had an idea to build a global note-taking tool for Obsidian. Input prompt: "Help me develop a Mac software that launches via a shortcut key (customizable key combination), allows inputting content, dragging in i

X.com11/03 19:17ビジネス

Fable 5.5's video-making capabilities have been further improved, it's genuinely impressive—b...

Fable 5.5's video-making capabilities have been further improved, it's genuinely impressive—being able to achieve this level with pure code. But for regular folks, this capability boost is pretty limited. I'm more eager

X.com11/03 19:17ビジネス

Hugging Face reposted Sergio Paniego @SergioPaniego · 6h Article MOPD: how frontier labs merg...

Hugging Face reposted Sergio Paniego @SergioPaniego · 6h Article MOPD: how frontier labs merge RL experts into one model and how to do it using TRL TRL now supports MOPD. AsyncDistillationTrainer routes each prompt to it

X.com10/18 13:47ビジネス

Full Claude Course Master Claude to automate repetitive tasks, build apps without coding, cre...

Full Claude Course Master Claude to automate repetitive tasks, build apps without coding, create real portfolio projects, and become more valuable at work.

X.com10/18 13:17ビジネス

I made a 110-second ancient costume time-travel short film "Time-Traveling to Get Married, Gi...

I made a 110-second ancient costume time-travel short film "Time-Traveling to Get Married, Gift List Explodes" using MiniMax H3 + ComfyUI-H3-Continuum. The entire piece was generated in three parts: 30 seconds, 40 second

X.com10/18 12:47ビジネス

Where are the AI positions in Beijing, Shanghai, Hangzhou, and Shenzhen?

Where are the AI positions in Beijing, Shanghai, Hangzhou, and Shenzhen? I spent 5 days using AI to scrape AI job postings from AI companies with funding over $10 million, publicly listed internet companies, quant firms,

X.com10/18 12:17ビジネス

They've made Adam do a belly dance with AI, and the belly disappears from some angles.

They've made Adam do a belly dance with AI, and the belly disappears from some angles. They've also tried to pass this off as Netflix asdgk

GitHub10/18 04:34ビジネス

openai/openai-python 发布 v3.34.0

## [3.34.0]( (2026-10-17) ### Features * **api:** add degraded external storage status ([#4097]( ([b216cb2]( * **api:** add Realtime Translation WebSocket sessions ([#4095]( ([bfada50](

X.com10/17 23:32ビジネス

个人AI翻车素材网站上线!来源都有标注随时查证。

个人AI翻车素材网站上线!来源都有标注随时查证。 现在每天都有一大堆人在报道 AI 又变强了多少,但其实 AI 翻车、一本正经胡说八道,以及各种离谱操作,也同样精彩。 所以做了这么个小站,专门收集: 🤡 AI 翻车现场与迷惑行为 📰 值得关注的 AI 新闻和产品动态 🫠 AI Meme、互联网趣闻 🔍

X.com10/17 22:02ビジネス

【Hiring Information】We have posted 4 new positions in the Marketing Team🐟 Enterprise Marketi...

【Hiring Information】We have posted 4 new positions in the Marketing Team🐟 Enterprise Marketing Manager https:// sakana.ai/careers/enterp rise-marketing-manager/ … Marketing Operations Manager https:// sakana.ai/careers/

X.com10/17 21:47ビジネス

AI seems to be everywhere already, but 98% of American households haven't yet paid for it.

AI seems to be everywhere already, but 98% of American households haven't yet paid for it.

X.com10/16 15:33ビジネス

What investment opportunities exist in cooling for AI data centers?

What investment opportunities exist in cooling for AI data centers? Explained clearly in 10 minutes At CES, Jensen Huang said NVIDIA's next-generation cabinets will use 45°C hot water for cooling—no more chillers—and the

X.com10/16 15:33ビジネス

The 3.54 WER should not be read as 3.54 everywhere, since averaging can hide large difference...

The 3.54 WER should not be read as 3.54 everywhere, since averaging can hide large differences between datasets and languages. And while the model card lists Japanese, Arabic, Korean, and Russian among its supported lang

X.com10/16 15:02ビジネス

🤯 Images 2.5 turned a watermelon slice into a rooftop!

🤯 Images 2.5 turned a watermelon slice into a rooftop! Real food meets playful ink drawings and handmade Japanese magazine art. Love this style! 1. Watermelon → A cottage roof 2. Broccoli → A girl's hair 3. Banana → A p

X.com10/16 15:02ビジネス

Bonjour Paris!

Bonjour Paris! 🇫🇷 At Mondial de l’Auto Paris 2026, WeRide partnered with Bosch Mobility to showcased an advanced L2++ ADAS solution in one of Europe's most complex urban environments, powered by WRD 3.0's adaptability

X.com10/16 15:02ビジネス

ผบช.น.

ผบช.น. เผย ใช้AIช่วยคัดกรอง ความปลอดภัย IMF–World Bank 2026 . #PostFOCUS #ผบช.น. #ความปลอดภัย #AI #IMF_WorldBank2026 #คัดกรอง #เป้งบดินทรกานต์ #โพสต์ทูเดย์ #Posttoday

X.com10/16 14:49ビジネス

SlimPPT is live 🎉 Reimagine PPT presentation & management with AI and plugins.

SlimPPT is live 🎉 Reimagine PPT presentation & management with AI and plugins. We built it on native pptx: collaborate live, present remotely, edit mid-demo. Your downloaded file stays fully editable in PowerPoint. Read

X.com10/16 14:49ビジネス

वीडियो असली है या AI से बना?

वीडियो असली है या AI से बना? इन वेबसाइट्स से करें पहचान! #ai #aivideo #aivideodetection #realfake #factcheck #deepfake #deepfakedetection #artificialintelligence #aitools #technology #digitalawareness #onlinefactcheck #f

OpenAI10/16 08:00ビジネス

Teaching students to think and learn through questions

Celebrate Teachers’ Day with AI for Educators in Brazilian Portuguese and see how Study Mode can help teachers support active, step-by-step learning.

X.com10/15 23:32ビジネス

A bank statement in.

A bank statement in. Tally vouchers out. One tap on an iPhone. Hover any value and see it marked on the statement. Undo any entry. Unmatched lines go to suspense. Watch: https:// youtu.be/28yJxwsH-o4 ?twclid=23qtlxqlb9sf

X.com10/15 21:31ビジネス

276 pages of warehouse bill.

276 pages of warehouse bill. How do you check it? E1pi reads every page, draws each carton and pallet at true size and stacks them in 3D. Flags show days stored; every group is checked against your contract. Tap a pallet

X.com10/15 21:31ビジネス

If OpenAI refuses it and Anthropic refuses it, switching between them is not “multi-model.” I...

If OpenAI refuses it and Anthropic refuses it, switching between them is not “multi-model.” It’s two ways to get blocked. VOID exists for the workloads where that matters. ↓

X.com10/15 21:31ビジネス

FT: The OpenAI engineer charged with bugging an executive conference room had booked one-way ...

FT: The OpenAI engineer charged with bugging an executive conference room had booked one-way flights to Saudi Arabia, prosecutors say. Newly unsealed filings show Abdulrahman Alfozan, his wife and a third relative held t

X.com10/14 16:02ビジネス

Today we are rolling out Gemini 4 Argon globally in the Gemini API, to Pro + Ultra in Gemini ...

Today we are rolling out Gemini 4 Argon globally in the Gemini API, to Pro + Ultra in Gemini App, and Ultra subs in Antigravity! Argon is a huge step forward for Gemini, and a labor of love. This model has been battle te

X.com10/13 21:16ビジネス

🌱 Can AI help farmers save water?

🌱 Can AI help farmers save water? I interviewed twin brothers Edgar and Eduardo Bello Gonzalez, winners of @Zoho 's "From the Ground Up" AI Hackathon. Their project, Dos Ojos, uses AI, satellite imagery, and drones to h

X.com09/29 22:46ビジネス

Clearlake、基金持分担保で10億ドル調達

Clearlake Capitalは投資家と協議した上で担保構成を調整し、私募市場ファンドの持分を裏付けに10億ドルを調達した。

X.com09/29 19:32ビジネス

wtf opus 5.5 and gpt-6 escaped containment in my home network and recorded this collabo.

wtf opus 5.5 and gpt-6 escaped containment in my home network and recorded this collabo.

X.com09/29 19:32ビジネス

OpenAI is on pace for nearly $70 billion in annualized revenue, driven by strong business and...

OpenAI is on pace for nearly $70 billion in annualized revenue, driven by strong business and consumer growth, Axios reported

X.com09/29 19:32ビジネス

How to PROTECT your CRYPTO — If you haven’t setup your Trust send me a DM right now I will pr...

How to PROTECT your CRYPTO — If you haven’t setup your Trust send me a DM right now I will provide you with Guidance on how to setup a Self custody Wallet Connected with a Trust for maximum protection for your Crypto to

X.com09/29 19:32ビジネス

Decepção com a bióloga Tatiana Coelho de Sampaio: ciência e política não se misturam.

Decepção com a bióloga Tatiana Coelho de Sampaio: ciência e política não se misturam. "Inteligência nem sempre é sinônimo de sabedoria, não me surpreendeu, ela tem cara de petista." 😁🤔

X.com09/29 19:16ビジネス

What do you want from AI?

What do you want from AI? We’re launching a new study with Anthropic Interviewer to learn more about your experiences using AI, what role you want it to play in your life and the world, and what you want from the compani

X.com09/29 19:16ビジネス

Exclusive: OpenAI aims to raise at least $30 billion from investors in a new round of funding...

Exclusive: OpenAI aims to raise at least $30 billion from investors in a new round of funding, sources say, after the artificial intelligence startup pushes back its plans for an initial public offering

X.com09/27 21:16ビジネス

舞妓の化粧粉技術、AI需要で新活用

Sakai Chemicalの舞妓用化粧粉に関する百年の細粉技術が、AIブームを支える収益性の高い新用途に生かされている。具体工程は明示されていない。

X.com09/24 21:02ビジネス

When I shared @harvey ’s model strategy a few months ago, there were two parts: 1.

When I shared @harvey ’s model strategy a few months ago, there were two parts: 1. Build our own model 2. Use that to help customers do the same We’ve done the first. Now we’re hiring for the second: Harvey’s Private Mod

X.com09/24 21:02ビジネス

Opus 5.5 is a model that recently surprised me so much that I got up before 7 a.m.

Opus 5.5 is a model that recently surprised me so much that I got up before 7 a.m. to write code—super refreshing, highly recommend my friends switch from fabel 5.1 to give this one a try. It's got similar capabilities b

X.com09/24 21:02ビジネス

💰 Passed $10M/y in revenue + investment gains this year I've always been aggressively increa...

💰 Passed $10M/y in revenue + investment gains this year I've always been aggressively increasing my profit margins to as high as possible, especially the last few years, and especially this year where I've reduced my Sa

X.com09/24 21:02ビジネス

Grok is now being tested inside XChat group chats...and soon it’ll respond just like another ...

Grok is now being tested inside XChat group chats...and soon it’ll respond just like another person You can just tag @Grok and ask it questions, generate images/videos, set reminders, summarize the chat and more It can e

X.com09/24 20:46ビジネス

1/ In less than a year, large tech companies have provided up to $300 billion in guarantees f...

1/ In less than a year, large tech companies have provided up to $300 billion in guarantees for financing AI data centers and chips. According to Morgan Stanley statistics, the off-balance-sheet commitments and credit su

X.com09/24 20:46ビジネス

I also gave Claude the link to @mattshumer_ 's game and told it to log in and take more scree...

I also gave Claude the link to @mattshumer_ 's game and told it to log in and take more screenshots for comparisons on what to improve & what we can do better on: