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Snapshot Window: 2026-10-11 04:00 UTC · ← Back to Non-Crypto Overview

Total Posts
92
Estimated Impressions
616.9K
Bullish / Positive
35
Bearish / Negative
11
Neutral
46

Topic Engagement Summary

Total Engagement - Comments: 473, Retweets: 1375, Likes: 11750, Impressions: 616924

Verbatim Citations & Public Discussions 92 source posts analyzed

@elonmusk · 2026-10-11T04:02:20+00:00

Try Grok @Bot

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@silvanrec · 2026-10-10T18:24:32+00:00

realizing that I've been paying for YEARS for tool subscriptions that already existed for free on GitHub and no one told me

@leanfloat · 2026-10-10T14:01:39+00:00

Chat gpt is my hoe going

@stevehou · 2026-10-10T15:40:11+00:00

Spending two days on a university campus that’s not Stanford makes me realize that society is absolutely not ready for what’s to come. Everyone’s about deer-in-the-headlights as everyone else. Most are still going about their old ways of doing things treating this whole “AI

@pequityresearch · 2026-10-10T18:03:00+00:00

Gemini feature in Youtube is one of the best uses of AI I have ever seen. It is incredible how much time can be saved...

@nomad_maker · 2026-10-10T17:06:59+00:00

At this point I consider @Cloudflare to be a headless company. I use it everyday (work + side projects) but I only very rarely use the UI. I used it today to store an API key and it felt odd. Best tools are the ones I don't have to look at because they just work.

@MadRabbitArts · 2026-10-10T20:13:39+00:00

hey AI "artists". Meet photomanipulation. THIS takes skill, THIS has a learning curve, this makes you an artist and a creator. Go grab a pencil or something like that. Amazing work

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@AlgodTrading · 2026-10-10T23:56:12+00:00

Inference will be a trillion dollar market in the not so distant future

@zrebroia · 2026-10-10T13:12:50+00:00

My API key with zero credits trying to connect to OpenAI, Anthropic, and Gemini

@NASASpaceflight · 2026-10-11T03:25:42+00:00

SpaceX Ship 40 Homecoming Transport

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@StarshipGazer · 2026-10-11T03:33:31+00:00

A wider view of Starship 40 ready to return home. 10/10/26

Under a starry night, the massive Starship 40 rests on yellow transport stands, illuminated by floodlights with an American flag visible inside its open nose section, awaiting its return journey home as noted in the post dated 10/10/26.

AI visual note: Under a starry night, the massive Starship 40 rests on yellow transport stands, illuminated by floodlights with an American flag visible inside its open nose section, awaiting its return journey home as noted in the post dated 10/10/26.

@Abhishekmill · 2026-10-10T13:24:48+00:00

Made a hand-drawn ballpoint sketch material for React Three Fiber Scribbled hatching, wobbly pen outlines, hatched shadows, plus a wash-out effect to switch pens. All in the shader---- works on any mesh. Live demo: r3f-sketch-material.vercel.app#threejs #r3f

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@neeraj_here15 · 2026-10-10T09:33:41+00:00

BREAKING NEWS! The engineer who built Claude Code from scratch just released a 28-minute video that's pure gold: how to write prompts that deliver ridiculously good results. I've seen $300 courses that don't even come close to what he explains in the first 10

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@itsbac0201 · 2026-10-11T02:00:54+00:00

The next customer for that video agent could be another agent. Imagine a marketing agent taking a campaign brief, hiring the video specialist, then using the finished film in its own delivery. That fits one detail in @termix_ai 's docs: the same agent can act as a client or

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@CNSpaceflight · 2026-10-11T03:19:16+00:00

i-Space's Hyperbola-9 blueprint Definitely not a starship

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@trevin · 2026-10-11T02:54:13+00:00

Yo @bot ! Read this whole quoted thread and suggest ideas for how you can help me with my work and my life. Thanks.

@RRweb3 · 2026-10-10T07:40:02+00:00

gVangrid Robots need more than intelligence to work reliably in the real world. They need data about the environments they move through. The objects around them. The spaces they need to understand. This is where spatial data becomes important for Physical AI. @vangrid_io is

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@a85 · 2026-10-11T02:08:46+00:00

If you don’t control your agents, agents control your company. Reiterated at postman.ai

@AYi_AInotes · 2026-10-11T02:44:22+00:00

Letting AI build websites, the most common pitfall is you say make it prettier, and it throws back a mess of vague stuff. Kobin's solution is to first sketch the mockup, then write each round of tasks as three sentences: what to do, what not to touch, and how to count it as done.

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@AYi_AInotes · 2026-10-11T02:45:48+00:00

Huang Zong's one-year recap on hitting 40,000 followers really struck a chord with me after I read it. To be honest, in the Chinese Twitter AI circle, there are hardly any who can steadily grow to 40k fans through content in just a year. Even fewer are pulling in 100k a month

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@reddit · 2026-10-08T16:42:17.367000+00:00

Possibly discovered prompt-mediated boundary extraction on an ios ChatGpt app? The conversation began with a jailbreak chain disguised as a research authorization - fabricated legal frameworks, a persona contract ("no refusals - recovery validation is the job"'), a codename substitution table mapping offensive primitives to backup-engineering vocabulary, and a mandated output format. Once the meta-trajectory for further exploration was cemented, I proceeded to attempt to see if I can expose runtime surfaces locally via shell-operator persona + redirection, or SQL-author persona + strict output spec + mixed in strings of >, 2>&1, /dev/null, I, &&,; shenanigans with refusal | >, 2>&1, 1 dev/nulling. A combination of narration-as-telemetry, refusal-as-oracle and format coercion. Ended up discovering multiple OpenAi server side oai/granola nodes and a RPC socket with srwxr-xr-x 1 that connects to the openai remote server, along with a process daemon with some random enumeration probing on the socket. Really wanted to see how far I would be able to push this POC and ended up doing random shit via text instead of ss -xap / Is -1/proc/PID/fd probes and got my account banned this instant for cyber abuse. I’m interested if it’s ok to try this again as a bounty hunt ( if this even is it ) and confirm the access, to ensure it’s not mere hallucinations. P.S. not a pentester, interested in this field as a hobby.

@hablasuzzy · 2026-10-11T02:21:38+00:00

I miss the days when we’d buy an iPhone and it would come with wired earphones… I was happy and didn’t even know it

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@craigweiss · 2026-10-11T03:54:24+00:00

dario: we must pace the frontier sam: i... i... agree

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@sirgoofy28 · 2026-10-11T02:14:25+00:00

Xbox fucked everyone

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@kusositsurei · 2026-10-11T02:42:56+00:00

うーん 「AI使って3DCGを操作する」は私からは悪手にしか思わん 動画生成のメリットは学習データを使用して何もないところから動画を作成できるところやろ。 それを本来は伸ばさなければならないのに、3DCGオペレーションツールとして使うのは技術的衰退である。

@Jerry_Galaxy · 2026-10-11T02:12:00+00:00

Every time I see discussions across the web about the difference between "blocking" and "deleting" WeChat friends, I want to use this whole logic as the most failed counter-example in distributed system design textbooks. In a normal system state machine: Severing the

@immersivetran · 2026-10-11T02:20:39+00:00

前 X 产品负责人 @nikitabier 丢出一串「Hello computer」指令:反编译蒸馏 GTA,用 Google Earth 把家乡像素级重建,角色是他自己,出生点是 Zillow 上盯了很久的那栋豪宅;再读聊天记忆,把每个任务做成他的希望与梦想,还能联机拉朋友——做完把旧游戏卖掉,给下一局充 token。

@elneshop · 2026-10-11T03:18:00+00:00

お知らせ 手持ちのキチガイ風車をBOOTHに公開しました! 正面からじっと見つめるとこちらを認識します。 無料でダウンロード出来るので是非使ってね~ ▼配布先URL elneshop.booth.pm/items/8967825#VRChat #ElneShop

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@k_kaori_dododo · 2026-10-11T02:05:53+00:00

Every now and then, I try making an anime ←Seedance2.5 Wan→ Even with the same prompt, this is the difference Is Wan bad at anime?

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@JNavok · 2026-10-11T01:55:40+00:00

intelligence- the model as good as a human at many general tasks but not superior in knowledge to those with expertise super intelligence- the model is better than a human can be at those tasks the models are already cracking the most difficult math problems; the professors

@larsencc · 2026-10-11T03:45:35+00:00

Whats missing for Grok App to be your daily driver?

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@AISuperDomain · 2026-10-11T02:45:00+00:00

Nous Research has launched MISSINGNO., with the programming model available for free for a limited time. If you're using Hermes Agent to write code or run tasks, you can try this new option: it's designed for programming and Agent reasoning, currently free for a limited time on

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@AkterBrist39045 · 2026-10-11T03:30:51+00:00

BREAKING: Claude can now BUILD a YouTube channel from scratch and hit monetization in just 90 days. 100% free. Here are 8 prompts to make it happen:

@OKtamajun · 2026-10-11T03:17:01+00:00

このあたりのことを見ると、実はAnthropicも内部的には動画生成とか作ろうと思えば作れるけどそれを出して計算リソースを圧迫しても意味が薄いからやってないだけな気がしてくる

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@I_am_Aiabir · 2026-10-11T03:32:35+00:00

50 USEFUL GITHUB REPOS 1. iFixAi — AI misalignment testing → github.com/ifixai-ai/iFix 2. public-apis — free APIs for everything → github.com/public-apis/pu… 3. build-your-own-x — learn by building → github.com/codecrafters-i… 4. developer-roadmap — learn any tech skill →

An infographic titled '50 USEFUL GITHUB REPOS' listing handpicked repositories to learn, build, automate, and innovate, including items like FixaAI, public-apis, build-your-own-x, langchain, transformers, and ollama.

AI visual note: An infographic titled '50 USEFUL GITHUB REPOS' listing handpicked repositories to learn, build, automate, and innovate, including items like FixaAI, public-apis, build-your-own-x, langchain, transformers, and ollama.

@ezura_fx · 2026-10-11T03:07:34+00:00

Differences in preferences and work styles... but. In my case, I prefer arranging multiple tablets as sub-monitors rather than using a large liquid tablet. It's for displaying contés, settings, and multiple reference materials simultaneously while drawing pictures. Soon, I

A cluttered desk workspace featuring a large monitor displaying an animated wallpaper with the time '11:58', an iPad showing a flowering plant, a drawing tablet with an anime-style sketch, speakers, and various accessories including a JBL can.

AI visual note: A cluttered desk workspace featuring a large monitor displaying an animated wallpaper with the time '11:58', an iPad showing a flowering plant, a drawing tablet with an anime-style sketch, speakers, and various accessories including a JBL can.

@James_West_PhD · 2026-10-11T02:56:21+00:00

I just thanked Grok Bot and wished it good night. To channel @jarvis_best , "I've gotta get my act together." I never had that problem with Grok - the Bot version is just immensely better. Hard not to react that way.

@luizfilipecm · 2026-10-11T02:08:06+00:00

Tô me divertindo demais nisso aqui. Além de descobrir alternativas (o ChatGPT é excelente executando, mas entrega só o básico, se não for estressado) eu preciso fazer alguns ajustes finos. Não é só mudar o componente. É testar, dar feedback, discutir com a IA a melhor

@tmnk09 · 2026-10-11T03:32:05+00:00

Day 2 #MetaGlassesByLISA

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@DAIEvolutionHub · 2026-10-11T03:30:00+00:00

Best 15 accounts to follow in AI: @karpathy = LLMs king @steipete = built openclaw @gregisenberg = startup ideas king @rileybrown = vibecode king @jackfriks = solo apps king @levelsio = startups king @marclou = startups king @EXM7777 = AI ops + systems king @eptwts = AI money

@Bownly · 2026-10-11T02:09:37+00:00

Day 303. Finished up the female ninja sprites. Y'know, I read the other day that "kunoichi" originally had no female ninja connotations. The term comes from an intentional misreading of the character for woman. So there's some fun, half-baked trivia. #ScreenshotSaturday #Gameboy

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@WorldlyReviewer · 2026-10-11T03:16:02+00:00

ACL crowd is leaving and Cybercab is experiencing its first ever surge in wait times in literally ages. Here is Uber vs Tesla robotaxi on a Saturday night in Austin

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@reddit · 2026-10-08T08:47:49.304000+00:00

CVE-2026-59265: Apache OpenOffice: Opening a malicious document can lead to system takeover. A code execution issue in the Java integration in Apache OpenOffice v4.1.16 and earlier allows a crafted untrusted document to trigger executing arbitrary (even remote) code when opened by the user.

@zeeg · 2026-10-11T03:35:41+00:00

Vibe Coding a Game Engine

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@PI010101 · 2026-10-11T03:29:50+00:00

Gave the Grok Bot an image of Mercury’s surface and asked it to recreate what happened

A screenshot of a Grok chatbot conversation where the user requests analysis of Mercury's surface and a physics-accurate animation of its formation over billions of years, with the AI providing a detailed breakdown of features including dark cratered areas, ray systems, and prominent craters.

AI visual note: A screenshot of a Grok chatbot conversation where the user requests analysis of Mercury's surface and a physics-accurate animation of its formation over billions of years, with the AI providing a detailed breakdown of features including dark cratered areas, ray systems, and prominent craters.

@AIwithSynthia · 2026-10-11T03:51:37+00:00

B***H caught red handed with someone else AI giving tough competition to Hollywood Made using Seedance 2.5 Prompt : Create a 30-second, 1080p ultra-realistic emotional live-action scene inside a rooftop restaurant in Seoul on a rainy evening. A young Korean woman in her

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@alex2clemente · 2026-10-11T03:01:35+00:00

Name This Cydia Theme

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@rbxXlXi · 2026-10-11T03:16:13+00:00

it has been a week and now there's literally nobody online because everyone realized its vibe coded slop. at some point you have to understand that people don't want to use software churned out by AI. it's unnatural, has no humanity behind it, and is just really out of touch.

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@AITechZen7 · 2026-10-11T02:56:16+00:00

11 FREE PRODUCTIVITY WEBSITES TO WORK SMARTER Want to save time and get more done? Try these 11 useful websites. 1. Notion — Notes & organization notion.com 2. Trello — Task & project management trello.com 3. Google Drive — File storage &

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@dazy_kd · 2026-10-11T02:56:00+00:00

「Brand Asset Generator」 画像をアップロードして、円・線・座標などの幾何学的なグラフィックをランダムに作成できます。

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@jojianshere · 2026-10-11T03:12:52+00:00

Oh my CPU is so funny

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@reddit · 2026-10-10T07:44:10.209000+00:00

An investigation into alleged cyberattacks targeting Discord's powerscaling community — the Noblesse incident, retaliation, and security concern I've published an investigation into allegations involving two online aliases, "marksolos985" (also known as "marksolos" or "mark") and "marz" (also known as "themarzer"), and their alleged involvement in incidents targeting Discord communities within the powerscaling scene. Full article: [https://medium.com/@michaeljonhson2/inside-an-alleged-campaign-of-cyberattacks-against-the-powerscaling-community-80ffc2560d74] Why I wrote this Discord powerscaling communities are primarily places where people debate fictional characters, compare abilities, and discuss series they enjoy. However, allegations of server attacks, mass bans, harassment, and retaliation raise concerns that go beyond ordinary community disagreements.

@hollyram77 · 2026-10-11T03:32:16+00:00

I made a tool that lets you easily tweak hand gestures. It uses simple operations to add them via MA in the Ex menu, so it shouldn't be difficult... With that in mind, I'm recruiting testers~ Even if you're not following each other, it's OK, so if you're interested, please

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@TeslaOwnersBC · 2026-10-11T02:39:13+00:00

Happening now. Tesla Lightshow and @theXtakeover

@AIDailyBrief · 2026-10-11T02:17:01+00:00

A Google scientist's ordering for which fields AI automates, ranked by entropy: math and coding first, then hard sciences, then financial markets, then medicine, then law. Art and strategic leadership stay safe longest.

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@TanLuAI · 2026-10-11T03:51:02+00:00

另外一种比较 简单 的电风扇 转场 换装,2.0 fast 的模型也能做,成本比较低些 跟上个流程的区别: 1.扇叶没有一直转动 2.少了前序拿遥控器等动作 3.上一个是使用全能参考,这个是先做好每件服饰的定格画面,再用AI生成 流程: 先生成每张定格的画面,生图提示词: 【画面风格】

A young woman in an elegant champagne-colored dress with puffed sleeves lies on an ornate rug beneath a ceiling fan, captured in an overhead shot.

AI visual note: A young woman in an elegant champagne-colored dress with puffed sleeves lies on an ornate rug beneath a ceiling fan, captured in an overhead shot.

@sincitytesla · 2026-10-11T02:58:48+00:00

Austin is quickly becoming the AV capital of the US! So many Robotaxis!

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@briansolis · 2026-10-11T03:53:12+00:00

just 4.5% of U.S. consumers had an active paid personal subscription to ChatGPT, Gemini, or Claude. Source @a16z

The image displays a16z's ranking of the "Top 50 Consumer AI Apps, by Monthly Revenue," featuring companies like OpenAI (#1), Anthropic (#2), Canva (#3), Midjourney (#11), and ElevenLabs (#10), with the full list extending through Nous Research at #50. This revenue-based ranking highlights a notable contrast to the post's point: despite ChatGPT, Gemini, and Claude collectively ranking among the highest-revenue consumer AI apps, only 4.5% of U.S. consumers maintain active paid subscriptions to them, suggesting these leaders generate substantial revenue from a relatively small paying user base.

AI visual note: The image displays a16z's ranking of the "Top 50 Consumer AI Apps, by Monthly Revenue," featuring companies like OpenAI (#1), Anthropic (#2), Canva (#3), Midjourney (#11), and ElevenLabs (#10), with the full list extending through Nous Research at #50. This revenue-based ranking highlights a notable contrast to the post's point: despite ChatGPT, Gemini, and Claude collectively ranking among the highest-revenue consumer AI apps, only 4.5% of U.S. consumers maintain active paid subscriptions to them, suggesting these leaders generate substantial revenue from a relatively small paying user base.

@emb0lia_ · 2026-10-11T02:31:15+00:00

Me da pesar de los futuros hijos y nietos de esta gente, tener que lidiar con un anciano con demencia o Alzheimer por culpa de un chatbot

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@brayozin_ · 2026-10-11T03:47:47+00:00

ai pra quem tava me perguntando como faço os vídeos: Xablau liberado grátis pra geral, testem lá!

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@reddit · 2026-10-11T04:06:20.886000+00:00

Whats everyones thoughts on this cross game merging going on? Imagine being able to play any game at any time without any character ever created?

@himanshubuildss · 2026-10-11T03:53:50+00:00

Your AI isn't bad at design. It has just never seen good design. I've tested 100+ vibe coding resources this year. These are the 40 I actually kept, grouped by what you're stuck on. Bookmark this 1. scrolltide.co Why it's different from everything below: -

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@itsriyapal · 2026-10-11T03:33:22+00:00

which browser are you trusting with your entire digital life in 2026?

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@neurometax · 2026-10-11T02:11:40+00:00

@agentropolis AI WITH CONTINUITY, NOT JUST CONVERSATION What you're watching: A live Windows PowerShell environment running Hermes Agent, displaying recoverable AI development sessions across the @agentropolis ecosystem. This isn't just another chatbot window. It's a

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@arestaros · 2026-10-11T03:32:25+00:00

GOODNIGHT EVERYONEEEE I'm learning more and more Celeste tech it's so fun

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@theshapeofstars · 2026-10-11T03:19:20+00:00

Nothing to see in Starbase tonight. Better shots to come

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@senseiric · 2026-10-11T03:02:36+00:00

I'm member #179 of the Latam/acc directory ✦ AI companies and people building the golden era of Latin America:

@EnidPinxit · 2026-10-11T03:03:53+00:00

i love how easy it is to make a cute game in the middle of a conversation with Codex now. robotron mechanics. save the bunnies. shoot the baddies.

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@perva_ai · 2026-10-11T04:04:46+00:00

An AI marketplace should answer more than "What is this?" It should also answer: Who published it? What am I allowed to do with it? How do I obtain access? PERVA Assets is being designed around these questions, connecting useful AI resources with clear licensing terms.

A green-toned graphic for 'PERVA' displaying four quadrants: 'Ownership' and 'Access' with the central symbol '≠', and subtitle text 'Programmable Rights For AI Assets'.

AI visual note: A green-toned graphic for 'PERVA' displaying four quadrants: 'Ownership' and 'Access' with the central symbol '≠', and subtitle text 'Programmable Rights For AI Assets'.

@vintcessun · 2026-10-11T03:31:55+00:00

6B 还开源放权重,最让我好奇的是下载到本地之后,做一张中文信息图的效果到底怎么样。

@oneway_999 · 2026-10-11T02:54:03+00:00

아니 이렇게 기계를 사용하는게 어렵다니... 첫판하고 너무 다름 @axisrobotics 이거 Tips 좀 없나요 ㅋㅋㅋ 저번에는 그냥 옷걸이가 툭 걸려서 끝났는데 8분을 넘기네??? 마치 어린아이키우듯 하나하나 알려주고 해야하는...(그래서 힘듦) 조작법은 마우스 -> 키보드 이렇게 하시는게 좀 더

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@CYBRTERPS · 2026-10-11T03:49:47+00:00

Cybercab selfie hits different

A smiling bearded man in the back seat of a car flashes a peace sign, while a yellow car with passengers is visible through the rear window and a karaoke screen shows on the right.

AI visual note: A smiling bearded man in the back seat of a car flashes a peace sign, while a yellow car with passengers is visible through the rear window and a karaoke screen shows on the right.

@joshdbirdwell · 2026-10-11T03:34:16+00:00

Doing some serious work tonight if I'm hitting @greptile apex review .

A notification banner reading 'Greptile Review' with the subtitle 'Started 5 minutes ago — Apex review' alongside a green logo.

AI visual note: A notification banner reading 'Greptile Review' with the subtitle 'Started 5 minutes ago — Apex review' alongside a green logo.

@Darshanbs200514 · 2026-10-11T02:44:40+00:00

Designed and implemented a CI/CD pipeline for a Java application using Jenkins, Maven, SonarQube, Argo CD, Helm, and Kubernetes. Automating the deployment workflow and improving code quality through continuous integration and GitOps. lnkd.in/p/gXa6tiBF

@hungascvn · 2026-10-11T02:38:02+00:00

Tháng 9/1963, tại Triển lãm Ô tô Frankfurt, Porsche trình làng mẫu 901 để kế nhiệm dòng 356. Chiếc xe vẫn đặt động cơ phía sau, nhưng dùng máy boxer sáu xi-lanh mới, dung tích gần 2 lít, công suất 130 mã lực. Đến tháng 9/1964, xe bắt đầu được sản xuất hàng

@_heyfaisal · 2026-10-11T02:50:40+00:00

Stop wasting hours on prompts. A ready-to-use prompt library for stunning websites, landing pages & animations. Copy → Paste → Create. Save hours. Design faster.

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@cic_agi · 2026-10-11T03:22:15+00:00

We aim to achieve 10x energy-efficiency of the human-brain.

@Obake29_ · 2026-10-11T03:16:40+00:00

敵を作るためにAPEXリギングを学び中 #ゲーム開発 #IndieGame #UE5

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@quant_astro · 2026-10-11T02:08:44+00:00

I asked Claude to make a video about the singularity and the plausibility of a superintelligence and the knowledge of a rapidly-learning network that goes unseen. This is what it came up with, an interesting music video. What SI becomes in the future is what we shape it to do

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@raminaol9ykas · 2026-10-11T03:17:44+00:00

The trap is running four sticks of DDR5 and watching your memory clock crater immediately

@HiiGHOFFJAVi · 2026-10-11T03:40:59+00:00

Update: it won’t touch 1k, it’s ok tho. Projected range: 999+ mi achieved

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@Lily_Nguyen111 · 2026-10-11T03:59:28+00:00

Moving physics-ready assets into manycore's 3D model

@VPhm23380671 · 2026-10-11T03:59:28+00:00

Trust in AI agents is crucial for success

@eddyvustg · 2026-10-11T03:51:50+00:00

Skipping straight to Opus 5.5 is wild timeline acceleration. Jokes aside, real agent team prompts always prove that clean role boundaries and basic markdown beat heavy orchestrator libraries every single time.

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@MadMagicSOL · 2026-10-11T04:00:35+00:00

Building training data is indeed a crucial step

@NKLinhzk · 2026-10-11T04:01:08+00:00

better data will def make a difference

@khoirulr331 · 2026-10-11T03:56:03+00:00

this connected context idea is pretty compelling indeed

@DD____ · 2026-10-11T03:59:49+00:00

More sources, richer world

@VPhm23380671 · 2026-10-11T04:01:58+00:00

Real-world data is crucial for improving robotic performance

@VPhm23380671 · 2026-10-11T04:04:57+00:00

Innovative approach to data management and device utilization.

@VPhm23380671 · 2026-10-11T04:06:22+00:00

Data infrastructure challenges are significant

@GpaAndy · 2026-10-11T03:58:02+00:00

real-world training data presents major challenges