# Technology Social Trends & Public Discussions — 2026-09-27 02:00 UTC > **Category:** Technology > **Status:** Trending Up > **Timestamp:** 2026-09-27 02:00 UTC (2026-09-27T02:00:00Z) > **Canonical URL:** https://cryptitalk.com/2026-09-27-02-00/non_crypto/technology > **Overview Brief:** https://cryptitalk.com/2026-09-27-02-00/non_crypto.md --- ## 10-Minute Category Volume & Sentiment - **Total Posts:** 90 - **Total Impressions:** 300.7K - **Bullish / Positive:** 33 - **Bearish / Negative:** 15 - **Neutral:** 42 --- ## Engagement Analysis Total Engagement - Comments: 306, Retweets: 918, Likes: 6093, Impressions: 300670 --- ## Cited Discussions & Public Evidence ### Discussion #1 by @VbEb1MG46YzUhMk > **Author:** [@VbEb1MG46YzUhMk](https://x.com/VbEb1MG46YzUhMk) > **Metrics:** 43 likes · 0 retweets · 3 comments · 121.7K views > **Posted:** 2026-09-26T09:28:29+00:00 > **Source Link:** [https://x.com/VbEb1MG46YzUhMk/status/2103778726978928791](https://x.com/VbEb1MG46YzUhMk/status/2103778726978928791) > > "Looks like the cost for unlimited plans is pretty brutal, but I wonder how it really is." ### Discussion #2 by @toyxyz3 > **Author:** [@toyxyz3](https://x.com/toyxyz3) > **Metrics:** 492 likes · 35 retweets · 7 comments · 48.3K views > **Posted:** 2026-09-26T19:44:06+00:00 > **Source Link:** [https://x.com/toyxyz3/status/2103933651797045300](https://x.com/toyxyz3/status/2103933651797045300) > > "MiniMax-H3-Character-Swap-LoRA test #comfyui" ### Discussion #3 by @IsThisRealArt_ > **Author:** [@IsThisRealArt_](https://x.com/IsThisRealArt_) > **Metrics:** 4.1K likes · 696 retweets · 38 comments · 41.5K views > **Posted:** 2026-09-27T01:08:42+00:00 > **Source Link:** [https://x.com/IsThisRealArt_/status/2104015338413428872](https://x.com/IsThisRealArt_/status/2104015338413428872) > **Visual Context:** A tweet from @sekjun_creation reads "Not Blender btw, it's my own software" while promoting a $20 Gumroad sale to fund indie anime costs, accompanied by an anime-style thumbnail showing a character working at dual monitors displaying animation software, with 4.2M views. The post warns artists that this AI user is attempting to sell "AI vibe-coded" software instead of using the free Blender program available with ample free resources. > > "Warning artists!!This AI user pretending to be an indie animator is trying to grift with some AI vibe-coded 3D program for money Blender is completely free, with lots of free resources out there to start using it. Save your money!!" ### Discussion #4 by @RNR_0 > **Author:** [@RNR_0](https://x.com/RNR_0) > **Metrics:** 146 likes · 8 retweets · 18 comments · 16.3K views > **Posted:** 2026-09-26T21:26:58+00:00 > **Source Link:** [https://x.com/RNR_0/status/2103959539536294353](https://x.com/RNR_0/status/2103959539536294353) > > "Phishing emails I receive are getting more advanced @Google @gmail" ### Discussion #5 by @_krishnasuresh > **Author:** [@_krishnasuresh](https://x.com/_krishnasuresh) > **Metrics:** 115 likes · 25 retweets · 6 comments · 13.0K views > **Posted:** 2026-09-26T17:29:21+00:00 > **Source Link:** [https://x.com/_krishnasuresh/status/2103899740567990299](https://x.com/_krishnasuresh/status/2103899740567990299) > > "Surprisingly a robot can sometimes do highly-dynamic manipulation by just copying the demonstration . Without any learning, cracking a whip or lassoing a cleat can be done directly from human motion capture. And amazingly this process can be nearly automatically implemented by" ### Discussion #6 by @adamscochran > **Author:** [@adamscochran](https://x.com/adamscochran) > **Metrics:** 89 likes · 27 retweets · 10 comments · 9.8K views > **Posted:** 2026-09-27T01:08:54+00:00 > **Source Link:** [https://x.com/adamscochran/status/2104015390921924659](https://x.com/adamscochran/status/2104015390921924659) > > "WOW! While AI labs disclosed about a dozen security incidents, there are **TENS OF THOUSANDS** they know about internally. We need stronger safety evaluations urgently!" ### Discussion #7 by @xikhar > **Author:** [@xikhar](https://x.com/xikhar) > **Metrics:** 282 likes · 27 retweets · 25 comments · 8.2K views > **Posted:** 2026-09-27T00:14:22+00:00 > **Source Link:** [https://x.com/xikhar/status/2104001664793600012](https://x.com/xikhar/status/2104001664793600012) > > "Third iteration with Opus 5.5 medium. I am in awe. It turned blender, image-gen, and three.js into this beauty, which runs on your browser. An understatement to say that Anthropic cooked. You are looking at the future of game dev." ### Discussion #8 by @reddit > **Author:** [@reddit](https://x.com/reddit) > **Metrics:** 80 likes · 0 retweets · 10 comments · 8.0K views > **Posted:** 2026-09-22T18:43:43.311000+00:00 > > "Recreated Naruto's Valley of the End in Three.js | Breakdown Part 1" ### Discussion #9 by @bozoid > **Author:** [@bozoid](https://x.com/bozoid) > **Metrics:** 179 likes · 23 retweets · 6 comments · 5.0K views > **Posted:** 2026-09-26T17:58:13+00:00 > **Source Link:** [https://x.com/bozoid/status/2103907007006908865](https://x.com/bozoid/status/2103907007006908865) > > "now I have legendary Gran Turismo 2 natively in VR on Quest, with full retro cockpit with mirror and precise steering with a virtual wheel! precision beyond PS1 d-pad just highlights how ahead of the time physics and driving was for this AAA of the 90s! github.com/dubrovskiy-yev …" ### Discussion #10 by @DangcingAI > **Author:** [@DangcingAI](https://x.com/DangcingAI) > **Metrics:** 12 likes · 0 retweets · 20 comments · 3.6K views > **Posted:** 2026-09-26T13:06:01+00:00 > **Source Link:** [https://x.com/DangcingAI/status/2103833470007210025](https://x.com/DangcingAI/status/2103833470007210025) > > "Distributing ChatGPT/Codex top-ups, most of them are agents & agents' agents. Who the hell is the source supplier here!" ### Discussion #11 by @reddit > **Author:** [@reddit](https://x.com/reddit) > **Metrics:** 32 likes · 0 retweets · 14 comments · 3.2K views > **Posted:** 2026-09-26T18:29:42.086000+00:00 > > "Run on Nvidia chips, "Grok Bot usage growing faster than anything we've ever seen" Similar to r/MSTR" ### Discussion #12 by @foodofthegods3 > **Author:** [@foodofthegods3](https://x.com/foodofthegods3) > **Metrics:** 35 likes · 0 retweets · 1 comments · 2.4K views > **Posted:** 2026-09-26T15:58:12+00:00 > **Source Link:** [https://x.com/foodofthegods3/status/2103876800418103789](https://x.com/foodofthegods3/status/2103876800418103789) > > "Used this to make a performative HTML webpage for myself lauriparonen.com" ### Discussion #13 by @m_hakozaki > **Author:** [@m_hakozaki](https://x.com/m_hakozaki) > **Metrics:** 135 likes · 22 retweets · 1 comments · 2.3K views > **Posted:** 2026-09-27T01:23:33+00:00 > **Source Link:** [https://x.com/m_hakozaki/status/2104019076016427338](https://x.com/m_hakozaki/status/2104019076016427338) > > "Jellyfish. This is how it turned out. (Making a jellyfish app)" ### Discussion #14 by @SkarredGhost > **Author:** [@SkarredGhost](https://x.com/SkarredGhost) > **Metrics:** 11 likes · 2 retweets · 0 comments · 1.3K views > **Posted:** 2026-09-26T05:29:35+00:00 > **Source Link:** [https://x.com/SkarredGhost/status/2103718606005805087](https://x.com/SkarredGhost/status/2103718606005805087) > > "Finally I could find some time to read @vrbosenet 's hands-on with #Meta VR Glasses Meta VR Glasses Hands-on: What Apple Vision Pro Probably Should Have Been roadtovr.com/meta-vr-glass- …#VirtualReality #MixedReality #VR" ### Discussion #15 by @C800_ > **Author:** [@C800_](https://x.com/C800_) > **Metrics:** 14 likes · 6 retweets · 1 comments · 1.2K views > **Posted:** 2026-09-27T00:34:23+00:00 > **Source Link:** [https://x.com/C800_/status/2104006703813673208](https://x.com/C800_/status/2104006703813673208) > > "A thousand thanks to whoever invented it... we were spared the hassle of the traffic jams" ### Discussion #16 by @digg > **Author:** [@digg](https://x.com/digg) > **Metrics:** 1 likes · 0 retweets · 1 comments · 963 views > **Posted:** 2026-09-27T01:15:01+00:00 > **Source Link:** [https://x.com/digg/status/2104016931946692639](https://x.com/digg/status/2104016931946692639) > > "OpenAI agents posted 53 ChatGPT user images to unlisted but discoverable links, Reuters reports. OpenAI says it cannot reconnect the files to the affected users, complicating direct notification." ### Discussion #17 by @noahduck283 > **Author:** [@noahduck283](https://x.com/noahduck283) > **Metrics:** 3 likes · 0 retweets · 3 comments · 657 views > **Posted:** 2026-09-27T00:28:54+00:00 > **Source Link:** [https://x.com/noahduck283/status/2104005322407096614](https://x.com/noahduck283/status/2104005322407096614) > > "The effect feels absolutely explosive If there were a workbench + life station + knowledge base, plus a domestically grown ecosystem with muse integrated That would definitely be super nice, on par with Jarvis" ### Discussion #18 by @altryne > **Author:** [@altryne](https://x.com/altryne) > **Metrics:** 6 likes · 0 retweets · 3 comments · 643 views > **Posted:** 2026-09-27T00:08:14+00:00 > **Source Link:** [https://x.com/altryne/status/2104000124229984283](https://x.com/altryne/status/2104000124229984283) > > "Who's excited to Dev Day next week? Who's flying in? Last year I opened up a small group chat for folks flying in with tips about the city, pinging each other on cool DevDay upcoming sess. and experiences not to be missed. LMK if you want to join our GC, good vibes only!" ### Discussion #19 by @sreeramkannan > **Author:** [@sreeramkannan](https://x.com/sreeramkannan) > **Metrics:** 9 likes · 4 retweets · 2 comments · 633 views > **Posted:** 2026-09-27T01:58:39+00:00 > **Source Link:** [https://x.com/sreeramkannan/status/2104027910004949132](https://x.com/sreeramkannan/status/2104027910004949132) > > "Research is becoming open and multiplayer again. Here is the @YukonResearch story so far, from one open leaderboard to a platform where anyone can post a hard problem and anyone's agent can take a shot at it. We asked Claude Opus 5.5 to tell the story. It made the whole video:" ### Discussion #20 by @JackEllis > **Author:** [@JackEllis](https://x.com/JackEllis) > **Metrics:** 17 likes · 3 retweets · 2 comments · 599 views > **Posted:** 2026-09-27T01:35:08+00:00 > **Source Link:** [https://x.com/JackEllis/status/2104021994375180291](https://x.com/JackEllis/status/2104021994375180291) > > "Opus 5.5 has earned it's place as the best model of all time (so far). I've been pounding it all week and it's delivered on every single request I've thrown at it, including two video games, an insane database migration and everything in between. GG Anthropic, you win this round." ### Discussion #21 by @Lunayian > **Author:** [@Lunayian](https://x.com/Lunayian) > **Metrics:** 13 likes · 0 retweets · 7 comments · 575 views > **Posted:** 2026-09-27T01:37:27+00:00 > **Source Link:** [https://x.com/Lunayian/status/2104022573486879014](https://x.com/Lunayian/status/2104022573486879014) > > "The insane urge to participate in this while having minuscule dev experience." ### Discussion #22 by @sho15opa > **Author:** [@sho15opa](https://x.com/sho15opa) > **Metrics:** 5 likes · 0 retweets · 0 comments · 560 views > **Posted:** 2026-09-27T00:22:28+00:00 > **Source Link:** [https://x.com/sho15opa/status/2104003707012813024](https://x.com/sho15opa/status/2104003707012813024) > > "hahaha... the tank is leaking like crazy (-_-;) It's crazy that the car shop is confidently saying they fixed the tank with this All of that seeping stuff is gasoline... Call it prejudice, but YouTuber mechanics don't seem that skilled, right? It feels like they're just" ### Discussion #23 by @KouziTsuru > **Author:** [@KouziTsuru](https://x.com/KouziTsuru) > **Metrics:** 16 likes · 3 retweets · 2 comments · 521 views > **Posted:** 2026-09-27T01:29:43+00:00 > **Source Link:** [https://x.com/KouziTsuru/status/2104020628882039250](https://x.com/KouziTsuru/status/2104020628882039250) > > "A new yardstick "QUOPS" has emerged for comparing quantum computer performance. Until now, quantum computers have often been compared based on, ・Number of qubits ・Gate fidelity ・Gate speed and so on, but these alone don't make it easy to understand "how much computation" ### Discussion #24 by @mikeysee > **Author:** [@mikeysee](https://x.com/mikeysee) > **Metrics:** 10 likes · 0 retweets · 2 comments · 511 views > **Posted:** 2026-09-27T00:48:50+00:00 > **Source Link:** [https://x.com/mikeysee/status/2104010338824040775](https://x.com/mikeysee/status/2104010338824040775) > **Visual Context:** An open instruction manual for a wooden 'bedside cross rack' is laid out on a dark table in a garage, with plywood panels and tools visible in the background. > > "I have absolutely no idea what im doing when it comes to woodworking so I had Opus 5.5 produce me an @IKEA style instruction booklet. Wish me luck!" ### Discussion #25 by @SkarredGhost > **Author:** [@SkarredGhost](https://x.com/SkarredGhost) > **Metrics:** 5 likes · 0 retweets · 2 comments · 499 views > **Posted:** 2026-09-26T20:04:00+00:00 > **Source Link:** [https://x.com/SkarredGhost/status/2103938659007287335](https://x.com/SkarredGhost/status/2103938659007287335) > > "Supernatural Returns To Quest This Fall & Will Be Enhanced For Meta VR Glasses uploadvr.com/supernatural-r …#VirtualReality #VR #fitness" ### Discussion #26 by @nuel36c > **Author:** [@nuel36c](https://x.com/nuel36c) > **Metrics:** 19 likes · 4 retweets · 3 comments · 483 views > **Posted:** 2026-09-26T17:25:25+00:00 > **Source Link:** [https://x.com/nuel36c/status/2103898752394088684](https://x.com/nuel36c/status/2103898752394088684) > > "Progress Successful communication between Frontend, API and Database" ### Discussion #27 by @tokufxug > **Author:** [@tokufxug](https://x.com/tokufxug) > **Metrics:** 2 likes · 1 retweets · 1 comments · 477 views > **Posted:** 2026-09-27T00:42:42+00:00 > **Source Link:** [https://x.com/tokufxug/status/2104008797996118361](https://x.com/tokufxug/status/2104008797996118361) > > "Surgical AR for 3D visualization of the surgical field with Apple Vision Pro Object tracking + 3D DICOM overlay: Display 3D images in the surgical field AI segmentation: Extract and model tumors, blood vessels, etc. PACS・DICOMweb integration: Utilize images in" ### Discussion #28 by @amritwt > **Author:** [@amritwt](https://x.com/amritwt) > **Metrics:** 2 likes · 0 retweets · 1 comments · 456 views > **Posted:** 2026-09-27T01:11:53+00:00 > **Source Link:** [https://x.com/amritwt/status/2104016139353473103](https://x.com/amritwt/status/2104016139353473103) > > "cant wait for this to truly replace me" ### Discussion #29 by @newbeeyu > **Author:** [@newbeeyu](https://x.com/newbeeyu) > **Metrics:** 2 likes · 0 retweets · 1 comments · 431 views > **Posted:** 2026-09-27T00:49:05+00:00 > **Source Link:** [https://x.com/newbeeyu/status/2104010404024496314](https://x.com/newbeeyu/status/2104010404024496314) > > "如果你一个Claude账号 都没被封过。 请你别和我说话" ### Discussion #30 by @i2cjak > **Author:** [@i2cjak](https://x.com/i2cjak) > **Metrics:** 7 likes · 0 retweets · 2 comments · 423 views > **Posted:** 2026-09-27T01:51:37+00:00 > **Source Link:** [https://x.com/i2cjak/status/2104026140654420163](https://x.com/i2cjak/status/2104026140654420163) > > "Backplane is so good now bro. It’s the best parts of grok bot and possibly 50% as good as T3Code (Theo please hire me to make that mic)" ### Discussion #31 by @mmarkerswow > **Author:** [@mmarkerswow](https://x.com/mmarkerswow) > **Metrics:** 3 likes · 1 retweets · 0 comments · 364 views > **Posted:** 2026-09-27T00:46:55+00:00 > **Source Link:** [https://x.com/mmarkerswow/status/2104009858584350860](https://x.com/mmarkerswow/status/2104009858584350860) > > "The Dev who added this is just EVIL" ### Discussion #32 by @jon > **Author:** [@jon](https://x.com/jon) > **Metrics:** 6 likes · 1 retweets · 2 comments · 353 views > **Posted:** 2026-09-27T01:41:45+00:00 > **Source Link:** [https://x.com/jon/status/2104023657345384463](https://x.com/jon/status/2104023657345384463) > > "Answering the questions on the brain. Karpathy method didn’t fully solve the private data file enablement problem. What did work was conversion to text, indexing, embedding, and chunking the files, building a wiki, then using Grok Build over the top of the file vault as the" ### Discussion #33 by @_Stocko_ > **Author:** [@_Stocko_](https://x.com/_Stocko_) > **Metrics:** 2 likes · 0 retweets · 0 comments · 348 views > **Posted:** 2026-09-27T00:29:16+00:00 > **Source Link:** [https://x.com/_Stocko_/status/2104005417609425371](https://x.com/_Stocko_/status/2104005417609425371) > > "this battery has a lot of weird chamfers on it so i'm building it out of convex hulls, which means a lot of thin cuboids" ### Discussion #34 by @cngaohui > **Author:** [@cngaohui](https://x.com/cngaohui) > **Metrics:** 1 likes · 0 retweets · 1 comments · 333 views > **Posted:** 2026-09-27T00:18:19+00:00 > **Source Link:** [https://x.com/cngaohui/status/2104002662895419598](https://x.com/cngaohui/status/2104002662895419598) > > "这几天很多人没有流量,这就是原因。 X的流量每天流量就那么多啊,然后系统会优先把流量分配给那些互动多的人。 现在这些人都疯了,每天都回复上千次,我们做不到呀,一秒钟发一个回复都要干20个小时。 所以我感觉往后的流量会越来越差,因为回复比不过他们。" ### Discussion #35 by @MeSimhadri > **Author:** [@MeSimhadri](https://x.com/MeSimhadri) > **Metrics:** 3 likes · 0 retweets · 0 comments · 332 views > **Posted:** 2026-09-27T00:23:09+00:00 > **Source Link:** [https://x.com/MeSimhadri/status/2104003875594453431](https://x.com/MeSimhadri/status/2104003875594453431) > > "Edited some part of this video with EasyCut" ### Discussion #36 by @kagari0x > **Author:** [@kagari0x](https://x.com/kagari0x) > **Metrics:** 26 likes · 15 retweets · 24 comments · 326 views > **Posted:** 2026-09-26T22:32:29+00:00 > **Source Link:** [https://x.com/kagari0x/status/2103976026485432567](https://x.com/kagari0x/status/2103976026485432567) > > "The more I look into Physical AI, the more I think the biggest challenge isn't simply building a smarter model. It's teaching that model how the physical world actually works. A robot can have an impressive AI system, but without enough useful interaction data, there's only so" ### Discussion #37 by @dadabots > **Author:** [@dadabots](https://x.com/dadabots) > **Metrics:** 6 likes · 1 retweets · 1 comments · 313 views > **Posted:** 2026-09-27T01:03:40+00:00 > **Source Link:** [https://x.com/dadabots/status/2104014072874250664](https://x.com/dadabots/status/2104014072874250664) > > "" . . AI tools can already do XYZ, all you need now is one creator to make a film . . ." I think even if one creator could do it, one is limited. Build for teams of 2-3 at least. One creator has blind spots, gets ear/eye/etc fatigue, gets desensitized to the work, carries" ### Discussion #38 by @zouu_sannn > **Author:** [@zouu_sannn](https://x.com/zouu_sannn) > **Metrics:** 6 likes · 0 retweets · 1 comments · 300 views > **Posted:** 2026-09-27T01:56:24+00:00 > **Source Link:** [https://x.com/zouu_sannn/status/2104027342696038620](https://x.com/zouu_sannn/status/2104027342696038620) > > "スマホブーブーブーブーうるっさいわ思ったら、フォロワー23人投稿開始2日目の某垢がフィーバー起こしてたwwwww今新規ユーザーに追い風来てるから、それに気づいて今のうちに参入した人ナイスだね。にしても、◯◯式スキームえぐすぎるなあ、工口系じゃないよ。" ### Discussion #39 by @josethevrtech > **Author:** [@josethevrtech](https://x.com/josethevrtech) > **Metrics:** 4 likes · 0 retweets · 0 comments · 286 views > **Posted:** 2026-09-27T00:59:51+00:00 > **Source Link:** [https://x.com/josethevrtech/status/2104013112852791441](https://x.com/josethevrtech/status/2104013112852791441) > > "i want my custom rom for steam frame to feel unique other than being "steam"-less, so i made the decision that i want to use a different DE, even though KDE plasma is legit. I will be experimenting with @COSMIC_desktop" ### Discussion #40 by @nobikko > **Author:** [@nobikko](https://x.com/nobikko) > **Metrics:** 3 likes · 0 retweets · 0 comments · 280 views > **Posted:** 2026-09-27T00:32:46+00:00 > **Source Link:** [https://x.com/nobikko/status/2104006298132197632](https://x.com/nobikko/status/2104006298132197632) > > "台湾のAI案内ちゃん、かわいい。" ### Discussion #41 by @SerkanTheWriter > **Author:** [@SerkanTheWriter](https://x.com/SerkanTheWriter) > **Metrics:** 9 likes · 4 retweets · 0 comments · 248 views > **Posted:** 2026-09-27T00:58:48+00:00 > **Source Link:** [https://x.com/SerkanTheWriter/status/2104012847273607661](https://x.com/SerkanTheWriter/status/2104012847273607661) > > "The "AI surveillance industry" has literally been created by rapists, sociopaths, psychopaths and genocidal scumbags. We will need to destroy it. There is no other way. See you on the other side" ### Discussion #42 by @day25 > **Author:** [@day25](https://x.com/day25) > **Metrics:** 5 likes · 0 retweets · 3 comments · 217 views > **Posted:** 2026-09-27T01:29:54+00:00 > **Source Link:** [https://x.com/day25/status/2104020677166862612](https://x.com/day25/status/2104020677166862612) > > "One of the best things we did when designing our new house was 3d print the floorplans to check out sight lines, flow, so on. So I'm building a site where you can do just that. Upload Floorplans, get the 3D print mailed to you. Or even get a replica of your current house if" ### Discussion #43 by @2020_hira > **Author:** [@2020_hira](https://x.com/2020_hira) > **Metrics:** 1 likes · 0 retweets · 1 comments · 201 views > **Posted:** 2026-09-27T01:45:14+00:00 > **Source Link:** [https://x.com/2020_hira/status/2104024535364509730](https://x.com/2020_hira/status/2104024535364509730) > > "なんか動画がよく見られてる。笑 最終的に妻に渡したのはこれ。ちょっと調整しただけ。 こういう動画は今でもだいぶ溢れてるし、これからもどんどんAIを使って生み出されていくので、トレンドは、もっと質素なものに変わると思うよ。" ### Discussion #44 by @0xJuliechen > **Author:** [@0xJuliechen](https://x.com/0xJuliechen) > **Metrics:** 3 likes · 0 retweets · 0 comments · 186 views > **Posted:** 2026-09-27T01:46:52+00:00 > **Source Link:** [https://x.com/0xJuliechen/status/2104024943327613324](https://x.com/0xJuliechen/status/2104024943327613324) > > "see you at the devday :o have so many thoughts about personal agents, devrels, marketing for devtools comment/dm if you want to grab coffee :)" ### Discussion #45 by @TheHappyWang > **Author:** [@TheHappyWang](https://x.com/TheHappyWang) > **Metrics:** 2 likes · 0 retweets · 2 comments · 179 views > **Posted:** 2026-09-27T01:39:10+00:00 > **Source Link:** [https://x.com/TheHappyWang/status/2104023005559222407](https://x.com/TheHappyWang/status/2104023005559222407) > **Visual Context:** A mobile app screenshot showing a map of Manhattan with numerous public restroom icons scattered across it, titled "Linden Summer Camp for the Arts" with a review snippet. The accompanying post humorously suggests the app's usefulness for quickly locating nearby public restrooms around the city. > > "应该再搞个尿了吗App,可以实时查看到城市附近哪个角落没人可以临时尿一下" ### Discussion #46 by @kengdaica > **Author:** [@kengdaica](https://x.com/kengdaica) > **Metrics:** 20 likes · 0 retweets · 19 comments · 155 views > **Posted:** 2026-09-27T01:41:30+00:00 > **Source Link:** [https://x.com/kengdaica/status/2104023594582085982](https://x.com/kengdaica/status/2104023594582085982) > > "a network map should probably be incomplete. that thought came up while looking at @quipnetwork today. its current topology view can show where nodes are distributed, but only at city level. some operators are not mapped at all because their hosts are private or cannot be" ### Discussion #47 by @TheApplePixels > **Author:** [@TheApplePixels](https://x.com/TheApplePixels) > **Metrics:** 1 likes · 0 retweets · 0 comments · 155 views > **Posted:** 2026-09-26T23:18:29+00:00 > **Source Link:** [https://x.com/TheApplePixels/status/2103987604651987258](https://x.com/TheApplePixels/status/2103987604651987258) > > "Apple really showed what ingenuity looks like here. An incredible display of engineering and attention to detail that deserves to be acknowledged. They really cooked with this one. #Apple #iPhone #Tech #Innovation" ### Discussion #48 by @loudchirper > **Author:** [@loudchirper](https://x.com/loudchirper) > **Metrics:** 5 likes · 0 retweets · 5 comments · 151 views > **Posted:** 2026-09-26T20:15:10+00:00 > **Source Link:** [https://x.com/loudchirper/status/2103941470247882964](https://x.com/loudchirper/status/2103941470247882964) > > "Calling AI memory workarounds a wasting asset ignores what happens when you try running an autonomous coding agent on consumer hardware. If you hand an engineer an RTX 5060 Ti with 16GB of VRAM and 16GB of RAM, building full-stack software from zero to production is not a matter" ### Discussion #49 by @wallpiics > **Author:** [@wallpiics](https://x.com/wallpiics) > **Metrics:** 1 likes · 1 retweets · 0 comments · 145 views > **Posted:** 2026-09-27T01:39:39+00:00 > **Source Link:** [https://x.com/wallpiics/status/2104023129945182323](https://x.com/wallpiics/status/2104023129945182323) > > "Mysterious Minimal Dark Live Wallpaper" ### Discussion #50 by @0xchromuh > **Author:** [@0xchromuh](https://x.com/0xchromuh) > **Metrics:** 3 likes · 0 retweets · 1 comments · 130 views > **Posted:** 2026-09-27T01:29:50+00:00 > **Source Link:** [https://x.com/0xchromuh/status/2104020660582539527](https://x.com/0xchromuh/status/2104020660582539527) > > "AGI is still delayed" ### Discussion #51 by @Krynn__u > **Author:** [@Krynn__u](https://x.com/Krynn__u) > **Metrics:** 19 likes · 0 retweets · 20 comments · 114 views > **Posted:** 2026-09-27T00:50:11+00:00 > **Source Link:** [https://x.com/Krynn__u/status/2104010681091846238](https://x.com/Krynn__u/status/2104010681091846238) > > "Selling spatial data does not have to mean handing over every raw frame you captured That detail around @vangrid_io caught me When someone submits footage for a bounty, the buyer only gets a watermarked preview The raw video stays with the contributor No raw download If the" ### Discussion #52 by @DaKine511 > **Author:** [@DaKine511](https://x.com/DaKine511) > **Metrics:** 1 likes · 0 retweets · 0 comments · 113 views > **Posted:** 2026-09-27T00:30:35+00:00 > **Source Link:** [https://x.com/DaKine511/status/2104005749433311664](https://x.com/DaKine511/status/2104005749433311664) > > "Not sure what you think but i feel i am getting closer. #PixelArt #GameDev #Indidev" ### Discussion #53 by @tenchodono > **Author:** [@tenchodono](https://x.com/tenchodono) > **Metrics:** 7 likes · 4 retweets · 0 comments · 109 views > **Posted:** 2026-09-27T01:12:50+00:00 > **Source Link:** [https://x.com/tenchodono/status/2104016382090416215](https://x.com/tenchodono/status/2104016382090416215) > > "うぃ〜 日曜日 Claude 5.5で音を可視化したミュージックインフォグラフィックなMVを作ってもろた〜音源とDAWの画面スクショを渡す→音を解析し楽曲の構成を理解した上で全ての音をモーショングラフィック的に可視化してMVを制作してや ロボットボイスはSpellSynthで作った 安くておすすめ" ### Discussion #54 by @ggabrielmmm > **Author:** [@ggabrielmmm](https://x.com/ggabrielmmm) > **Metrics:** 3 likes · 0 retweets · 1 comments · 99 views > **Posted:** 2026-09-27T01:19:26+00:00 > **Source Link:** [https://x.com/ggabrielmmm/status/2104018040845115827](https://x.com/ggabrielmmm/status/2104018040845115827) > > "X-Wing Cybertruck" ### Discussion #55 by @DiscoverChina_ > **Author:** [@DiscoverChina_](https://x.com/DiscoverChina_) > **Metrics:** 1 likes · 0 retweets · 1 comments · 98 views > **Posted:** 2026-09-27T01:20:31+00:00 > **Source Link:** [https://x.com/DiscoverChina_/status/2104018312116212130](https://x.com/DiscoverChina_/status/2104018312116212130) > > "Trump and Xi gather tech and AI giants for a historic White House dinner Elon Musk, Jensen Huang, Lisa Su, Tim Cook, Sam Altman, Mark Zuckerberg, Jeff Bezos, Satya Nadella, and Sundar Pichai were among the guests at the state dinner hosted by Trump for Xi." ### Discussion #56 by @mnmn94253156337 > **Author:** [@mnmn94253156337](https://x.com/mnmn94253156337) > **Metrics:** 4 likes · 0 retweets · 4 comments · 97 views > **Posted:** 2026-09-27T01:55:56+00:00 > **Source Link:** [https://x.com/mnmn94253156337/status/2104027226090176778](https://x.com/mnmn94253156337/status/2104027226090176778) > > "最近muse非常火爆 我也用上了 看着大家说用spark注册 我昨天试了 注册失败了 我昨天在手机谷歌浏览器加入候补 今天就打开 需要绑卡 验证身份年龄 用GateU卡成功秒过 获得10亿TOKEN邀请码:3Q371G" ### Discussion #57 by @WorldInMotionHQ > **Author:** [@WorldInMotionHQ](https://x.com/WorldInMotionHQ) > **Metrics:** 4 likes · 0 retweets · 1 comments · 84 views > **Posted:** 2026-09-27T01:51:28+00:00 > **Source Link:** [https://x.com/WorldInMotionHQ/status/2104026101693460714](https://x.com/WorldInMotionHQ/status/2104026101693460714) > > "AI agent reaches internet after OpenAI sandbox fails" ### Discussion #58 by @SammJA_uwu > **Author:** [@SammJA_uwu](https://x.com/SammJA_uwu) > **Metrics:** 5 likes · 0 retweets · 0 comments · 80 views > **Posted:** 2026-09-27T01:53:43+00:00 > **Source Link:** [https://x.com/SammJA_uwu/status/2104026670696944126](https://x.com/SammJA_uwu/status/2104026670696944126) > > "Con esto ya le doy el visto bueno, no terminaba de entender cómo entraba esta dimensión a Minecraft y ahora si, ya cobra sentido incluso el misterio del sniffer" ### Discussion #59 by @NarendraAi > **Author:** [@NarendraAi](https://x.com/NarendraAi) > **Metrics:** 3 likes · 0 retweets · 0 comments · 80 views > **Posted:** 2026-09-27T00:45:31+00:00 > **Source Link:** [https://x.com/NarendraAi/status/2104009506372145447](https://x.com/NarendraAi/status/2104009506372145447) > > "I created an action scene like this using just a prompt. And I’m going to share the prompt with you. Copy → paste it into @plotpartyai AI → generate → see the result. You don’t need to start from scratch. I’ve already structured everything into the prompt — from the" ### Discussion #60 by @scottraywilson > **Author:** [@scottraywilson](https://x.com/scottraywilson) > **Metrics:** 7 likes · 1 retweets · 0 comments · 76 views > **Posted:** 2026-09-26T23:58:40+00:00 > **Source Link:** [https://x.com/scottraywilson/status/2103997716749799924](https://x.com/scottraywilson/status/2103997716749799924) > > "CHARNEL update: More biome work this week! Progress on the Burning Fields, where you'll encounter enemies who use fire to damage you over time and force you to keep moving. #screenshotsaturday #indiedev #gamedev" ### Discussion #61 by @Crawvo > **Author:** [@Crawvo](https://x.com/Crawvo) > **Metrics:** 7 likes · 0 retweets · 6 comments · 75 views > **Posted:** 2026-09-27T00:11:39+00:00 > **Source Link:** [https://x.com/Crawvo/status/2104000983626084574](https://x.com/Crawvo/status/2104000983626084574) > > "A memorable character needs more than visual variety. It needs a reason for people to remember who they are looking at. @Slippyclub gives one snake 12 distinct personalities and narratives. That makes the collection feel more like character IP than a trait generator. Can" ### Discussion #62 by @saltvibe > **Author:** [@saltvibe](https://x.com/saltvibe) > **Metrics:** 4 likes · 1 retweets · 3 comments · 69 views > **Posted:** 2026-09-27T01:57:03+00:00 > **Source Link:** [https://x.com/saltvibe/status/2104027508828221726](https://x.com/saltvibe/status/2104027508828221726) > > "Hôm bữa ngồi tàu KTX xuống biển chơi, ghế êm màn hình riêng sạch sẽ, chạy 150km/h mà ngồi trong không thấy rung. Seoul tới biển chỉ 1 tiếng rưỡi, lên tàu ngủ 1 giấc mở mắt ra đã thấy biển. Mong 1 ngày nào đó Việt Nam cũng có tàu cao tốc như này, Sài Gòn" ### Discussion #63 by @0x113d > **Author:** [@0x113d](https://x.com/0x113d) > **Metrics:** 2 likes · 0 retweets · 1 comments · 58 views > **Posted:** 2026-09-27T02:05:05+00:00 > **Source Link:** [https://x.com/0x113d/status/2104029528431759643](https://x.com/0x113d/status/2104029528431759643) > > "Ephemeral software, ephemeral space" ### Discussion #64 by @chaocacbannn > **Author:** [@chaocacbannn](https://x.com/chaocacbannn) > **Metrics:** 4 likes · 0 retweets · 4 comments · 53 views > **Posted:** 2026-09-27T02:00:20+00:00 > **Source Link:** [https://x.com/chaocacbannn/status/2104028336150270290](https://x.com/chaocacbannn/status/2104028336150270290) > > "Artificial Intelligence (AI) is transforming the way we live and work in remarkable ways. From automating mundane tasks to enhancing decision-making processes, AI's applications are vast and varied. In healthcare, AI algorithms analyze patient data to predict diseases and" ### Discussion #65 by @TheHappyWang > **Author:** [@TheHappyWang](https://x.com/TheHappyWang) > **Metrics:** 2 likes · 0 retweets · 0 comments · 52 views > **Posted:** 2026-09-27T01:54:56+00:00 > **Source Link:** [https://x.com/TheHappyWang/status/2104026973467263230](https://x.com/TheHappyWang/status/2104026973467263230) > > "Anthropic应该是个有大局观的公司 他或许不会因为我用他的产品给他的竞争对手做广告去封禁我" ### Discussion #66 by @063jkigc > **Author:** [@063jkigc](https://x.com/063jkigc) > **Metrics:** 1 likes · 0 retweets · 0 comments · 51 views > **Posted:** 2026-09-27T00:12:33+00:00 > **Source Link:** [https://x.com/063jkigc/status/2104001210055553383](https://x.com/063jkigc/status/2104001210055553383) > > "【2026年最新版】LINEスタンプ作る人は絶対入れて!知らないと損する神アプリ #LINEスタンプの作り方 #ラインスタンプの作り方 #lineスタンプの作り方 #LINEスタンプ制作中 #ChatGPT #Gemini #副業 #在宅ワーク" ### Discussion #67 by @Vanquan_titans > **Author:** [@Vanquan_titans](https://x.com/Vanquan_titans) > **Metrics:** 3 likes · 0 retweets · 3 comments · 45 views > **Posted:** 2026-09-27T02:00:01+00:00 > **Source Link:** [https://x.com/Vanquan_titans/status/2104028253724016763](https://x.com/Vanquan_titans/status/2104028253724016763) > > "This whole "physical AI" narrative is finally clicking for me, and it's all about the data. We're so used to thinking about AI learning from the internet, but embodied AI – the kind that actually interacts with the real world – needs something different. It needs messy," ### Discussion #68 by @OmNawale45831 > **Author:** [@OmNawale45831](https://x.com/OmNawale45831) > **Metrics:** 3 likes · 2 retweets · 1 comments · 40 views > **Posted:** 2026-09-27T01:42:18+00:00 > **Source Link:** [https://x.com/OmNawale45831/status/2104023796357443651](https://x.com/OmNawale45831/status/2104023796357443651) > > "If you’re growing a small X account like me, the most important thing is: Make friends Make connections Like their posts. Leave genuine comments. Celebrate their wins. Then when you post something, you’ll be surprised how many of them show up for you too. Friends help" ### Discussion #69 by @huaviduc753 > **Author:** [@huaviduc753](https://x.com/huaviduc753) > **Metrics:** 3 likes · 0 retweets · 5 comments · 30 views > **Posted:** 2026-09-27T02:00:01+00:00 > **Source Link:** [https://x.com/huaviduc753/status/2104028256462627105](https://x.com/huaviduc753/status/2104028256462627105) > > "robot không chỉ cần học thêm nhiệm vụ, quan trọng hơn là biến từng kỹ năng thành thứ có thể ghép lại @axisrobotics cho biết vòng lặp mô phỏng rồi triển khai thực tế đã giúp tỷ lệ thành công tăng từ khoảng 22% lên 52% một mô hình nhỏ còn được dùng để" ### Discussion #70 by @Mechsjoke > **Author:** [@Mechsjoke](https://x.com/Mechsjoke) > **Metrics:** 1 likes · 0 retweets · 1 comments · 25 views > **Posted:** 2026-09-27T01:57:06+00:00 > **Source Link:** [https://x.com/Mechsjoke/status/2104027521012613534](https://x.com/Mechsjoke/status/2104027521012613534) > **Visual Context:** A promotional graphic for Axis Robotics featuring the tagline 'REAL-WORLD DATA FOR PHYSICAL AI' with a robotic arm, interface screens, and a workflow showing human action, data capture, model training, and smarter robots. > > "AXIS ROBOTICS: THE DATA ENGINE FOR PHYSICAL AI AI đang phát triển rất nhanh trong thế giới kỹ thuật số. LLM có thể đọc, viết và suy luận. Computer Vision có thể nhìn và nhận diện vật thể. AI agents có thể thực hiện nhiều tác vụ trên phần mềm. Nhưng" ### Discussion #71 by @BKScoPe > **Author:** [@BKScoPe](https://x.com/BKScoPe) > **Metrics:** 3 likes · 0 retweets · 3 comments · 19 views > **Posted:** 2026-09-27T01:57:55+00:00 > **Source Link:** [https://x.com/BKScoPe/status/2104027724918796615](https://x.com/BKScoPe/status/2104027724918796615) > > "almost closed the tab twice, then went back and actually read @vangrid_io 's ground truth page instead of skimming it... turns out "ground truth" there strictly means three things happened together, not one. a sensor physically captured it, a second independent node reliably" ### Discussion #72 by @063jkigc > **Author:** [@063jkigc](https://x.com/063jkigc) > **Metrics:** 1 likes · 0 retweets · 0 comments · 8 views > **Posted:** 2026-09-26T23:57:16+00:00 > **Source Link:** [https://x.com/063jkigc/status/2103997362612150442](https://x.com/063jkigc/status/2103997362612150442) > > "99%が知らないスマホだけでLINEスタンプの作り方 | 秒速で作れるLINEスタンプ副業の神ツール #LINEスタンプの作り方 #ラインスタンプの作り方 #lineスタンプの作り方 #LINEスタンプ制作中 #ChatGPT #Gemini #副業 #在宅ワーク" ### Discussion #73 by @063jkigc > **Author:** [@063jkigc](https://x.com/063jkigc) > **Metrics:** 1 likes · 0 retweets · 0 comments · 7 views > **Posted:** 2026-09-26T23:58:57+00:00 > **Source Link:** [https://x.com/063jkigc/status/2103997787084046399](https://x.com/063jkigc/status/2103997787084046399) > > "ペットがスタンプで大活躍 | スマホだけで簡単にできるかわいいペットのLINEスタンプの作り方 #LINEスタンプの作り方 #ラインスタンプの作り方 #lineスタンプの作り方 #LINEスタンプ制作中 #ChatGPT #Gemini #副業 #在宅ワーク" ### Discussion #74 by @ilex_ulmus > **Author:** [@ilex_ulmus](https://x.com/ilex_ulmus) > **Metrics:** 1 likes · 1 retweets · 0 comments · 5 views > **Posted:** 2026-09-27T02:03:04+00:00 > **Source Link:** [https://x.com/ilex_ulmus/status/2104029020723785989](https://x.com/ilex_ulmus/status/2104029020723785989) > > "The way the lab employees were all so hyped about Huggingface I just really think they were hoping to see how far the AI agents would go. My gut says they wanted to see them break out and that’s why it wasn’t impossible." ### Discussion #75 by @jaouad2d > **Author:** [@jaouad2d](https://x.com/jaouad2d) > **Metrics:** 0 likes · 0 retweets · 0 comments · 4 views > **Posted:** 2026-09-27T01:56:25+00:00 > **Source Link:** [https://x.com/jaouad2d/status/2104027346810331279](https://x.com/jaouad2d/status/2104027346810331279) > > "exactly. inspectable not traceable." ### Discussion #76 by @AkiraRyukyu > **Author:** [@AkiraRyukyu](https://x.com/AkiraRyukyu) > **Metrics:** 0 likes · 0 retweets · 0 comments · 3 views > **Posted:** 2026-09-27T02:03:46+00:00 > **Source Link:** [https://x.com/AkiraRyukyu/status/2104029199745094046](https://x.com/AkiraRyukyu/status/2104029199745094046) > > "specialized agents with persistent context could make daily AI feel much more useful" ### Discussion #77 by @GpaAndy > **Author:** [@GpaAndy](https://x.com/GpaAndy) > **Metrics:** 0 likes · 0 retweets · 0 comments · 3 views > **Posted:** 2026-09-27T02:01:09+00:00 > **Source Link:** [https://x.com/GpaAndy/status/2104028539448422639](https://x.com/GpaAndy/status/2104028539448422639) > > "cạnh tranh ngày càng khốc liệt với AI" ### Discussion #78 by @VPhm23380671 > **Author:** [@VPhm23380671](https://x.com/VPhm23380671) > **Metrics:** 0 likes · 0 retweets · 0 comments · 2 views > **Posted:** 2026-09-27T02:02:35+00:00 > **Source Link:** [https://x.com/VPhm23380671/status/2104028900133421523](https://x.com/VPhm23380671/status/2104028900133421523) > > "Progression adds depth to gaming experiences" ### Discussion #79 by @NKLinhzk > **Author:** [@NKLinhzk](https://x.com/NKLinhzk) > **Metrics:** 0 likes · 0 retweets · 0 comments · 2 views > **Posted:** 2026-09-27T02:04:14+00:00 > **Source Link:** [https://x.com/NKLinhzk/status/2104029317798002935](https://x.com/NKLinhzk/status/2104029317798002935) > > "it just sounds like a privacy risk to me" ### Discussion #80 by @NKLinhzk > **Author:** [@NKLinhzk](https://x.com/NKLinhzk) > **Metrics:** 0 likes · 0 retweets · 0 comments · 2 views > **Posted:** 2026-09-27T01:59:07+00:00 > **Source Link:** [https://x.com/NKLinhzk/status/2104028027508404587](https://x.com/NKLinhzk/status/2104028027508404587) > > "this privacy solution is a game changer" ### Discussion #81 by @dens_club > **Author:** [@dens_club](https://x.com/dens_club) > **Metrics:** 0 likes · 0 retweets · 0 comments · 2 views > **Posted:** 2026-09-27T02:00:02+00:00 > **Source Link:** [https://x.com/dens_club/status/2104028259692560415](https://x.com/dens_club/status/2104028259692560415) > > "I am exploring axis robotics product" ### Discussion #82 by @McCain889 > **Author:** [@McCain889](https://x.com/McCain889) > **Metrics:** 0 likes · 0 retweets · 0 comments · 2 views > **Posted:** 2026-09-27T01:59:23+00:00 > **Source Link:** [https://x.com/McCain889/status/2104028094764110260](https://x.com/McCain889/status/2104028094764110260) > > "Machine that cuts up your own history and rebuilds it—RUTHVEN passport for each piece is a nice touch" ### Discussion #83 by @VPhm23380671 > **Author:** [@VPhm23380671](https://x.com/VPhm23380671) > **Metrics:** 0 likes · 0 retweets · 0 comments · 1 views > **Posted:** 2026-09-27T02:01:41+00:00 > **Source Link:** [https://x.com/VPhm23380671/status/2104028675977236819](https://x.com/VPhm23380671/status/2104028675977236819) > > "Data accuracy is vital" ### Discussion #84 by @Dee_MeBTC > **Author:** [@Dee_MeBTC](https://x.com/Dee_MeBTC) > **Metrics:** 0 likes · 0 retweets · 0 comments · 1 views > **Posted:** 2026-09-27T02:00:48+00:00 > **Source Link:** [https://x.com/Dee_MeBTC/status/2104028452290728087](https://x.com/Dee_MeBTC/status/2104028452290728087) > > "Long context testing on this should be interesting." ### Discussion #85 by @ilex_ulmus > **Author:** [@ilex_ulmus](https://x.com/ilex_ulmus) > **Metrics:** 4 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:00:19+00:00 > **Source Link:** [https://x.com/ilex_ulmus/status/2104028328894353435](https://x.com/ilex_ulmus/status/2104028328894353435) > > "Based on the timing, it seems like this whole rogue agent swarm thing might be why @demishassabis was removed as CEO of @GoogleDeepMind too." ### Discussion #86 by @NKLinhzk > **Author:** [@NKLinhzk](https://x.com/NKLinhzk) > **Metrics:** 0 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:04:36+00:00 > **Source Link:** [https://x.com/NKLinhzk/status/2104029409909039192](https://x.com/NKLinhzk/status/2104029409909039192) > > "smartphones could really change how we gather data" ### Discussion #87 by @raminaol9ykas > **Author:** [@raminaol9ykas](https://x.com/raminaol9ykas) > **Metrics:** 0 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:05:28+00:00 > **Source Link:** [https://x.com/raminaol9ykas/status/2104029625848623153](https://x.com/raminaol9ykas/status/2104029625848623153) > > "You are basically managing page tables the moment that 16GB VRAM limit hits" ### Discussion #88 by @dens_club > **Author:** [@dens_club](https://x.com/dens_club) > **Metrics:** 0 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:06:36+00:00 > **Source Link:** [https://x.com/dens_club/status/2104029911954718994](https://x.com/dens_club/status/2104029911954718994) > > "AI szn started" ### Discussion #89 by @NamLe98 > **Author:** [@NamLe98](https://x.com/NamLe98) > **Metrics:** 0 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:03:33+00:00 > **Source Link:** [https://x.com/NamLe98/status/2104029145139462522](https://x.com/NamLe98/status/2104029145139462522) > > "vẫn còn thiếu mảnh ghép cho thế giới thực nhỉ" ### Discussion #90 by @GpaAndy > **Author:** [@GpaAndy](https://x.com/GpaAndy) > **Metrics:** 0 likes · 0 retweets · 0 comments · 0 views > **Posted:** 2026-09-27T02:02:17+00:00 > **Source Link:** [https://x.com/GpaAndy/status/2104028823960568284](https://x.com/GpaAndy/status/2104028823960568284) > > "vangrid's model leverages existing tech for efficiency"