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Pulrepo (@Pulrepo@mastodon.social)
🚀 This Week in AI Agent: Fastest-Growing Projects — April 26, 2026
This week's AI Agent landscape is dominated by tools that enhance the capabilities of language models, autonomous workflows, and cognitive runtimes. The growth scores indicate a surge in interest for ...
Read full report → https://pullrepo.com/report/this-week-in-ai-agent-fastest-growing-projects-april-26-2026-2
#AI #OpenSource #GitHub #Tech #AIAgent
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ottersparx (@ottersparx@furry.engineer)
Hello folks!
We're live and exploring in yet more Nioh 3! Come on down and let's exorcise some yokai!
See you soon! otters6Heart
https://www.twitch.tv/ottersparx
#furry #vtuber #pngtuber #twitch #stream #furrylive
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Blaufuchs (@Blaufuchs@troet.cafe)
Meine Lieben,
das Wochenende war bisher doch etwas zu aufregend, deswegen verschieben wir unseren nächsten Wutschen und Wedeln Skyward Sword HD Schdriiem auf **morgen **20 Uhr :3
Ich hoffe ihr könnt mir das verknusen, aber ich bin echt a weng feddisch *kicher*
Freu mich aber auf morgen Abend und ne weitere Runde Skyward Sword HD mit euch <3
Geht los morgen abend 20 Uhr wie immer auf:
#TwitchDE: https://www.twitch.tv/blaufuchslp
oder
#YouTube: https://www.youtube.com/@Blaufuchs
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LisaWarnerLisaLuv (@LisaWarnerLisaLuv@mastodon.social)
☁️🌈☁️🛐✝️👑🕊️💦❤️🔥💒🏩🙌🤲🙏🧡🩵🩷📖📜🤠🤓😊🌐🌏💛💁♀️*DEAR BELOVED FRIENDS I HOPE!*& PRAY YOU ALL HAVE A FUN!*WHIMSICAL!*& BLESSED RAINBOW DAY!*AMEN!🤗🫂🧡🩵🩷💛☁️🌈☁️🤗👉
*Lord Jesus Christ!*My Savior Blest!*
(Lord Jesus Christ!*My Savior Blest!*I have Thy Word!*Christ Jesus!*Lord!👉
#Lord #Jesus #Christ #My #Savior #Blest #Sunday #Devotional #GOD #Holy #Spirit #Light #World #Pray #Believe #Christian #Heaven #Hope #Peace #Faith #Truth #Goodness #Kindness #Hospitality #Gentleness #Understanding #LOVE #ONE #ANOTHER #UNITY
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display (@display@re.natsume.nohost.me)
Content warning:在这里用过作品相关的 tag
（也可以直接在 个人页面的网页侧边栏 看 tag cloud）
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linwood (@linwood@floss.social)
I am excited to announce the release of Butterfly 2.5.1 focused on stability, performance, and improved user experience.
Highlights:
🗺️ Edge Pan Area Switching
📦 Multi-Selection Navigator
🐛 Ghost Pages Fix
⚡ Improved Rendering
🎨 Content Viewport Settings
📱 Mobile Improvements
Read more here: https://www.linwood.dev/butterfly/2.5.1/
#flutter #opensource #productivity
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2003MugishaPhocit (@2003MugishaPhocit@mastodon.social)
@CharlieMcHenry Also in uganda ,everything that is imported,has been raised on the original prices,as the American -Iranian war has caused this!
Is right for Trump to attack Iran?
#politics #socialmedia #worldpeace
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mousepotato (@mousepotato@mastodon.social)
if you see me posting on bluesky, that's probably an autopost from fedica
if you see me posting on twitter, that's an impostor and you should let me know so i can press charges
i deleted my twitter soon after elon got it and i never looked back
also, does this post style look good to you?
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klausi (@klausi@mastodon.social)
I salute @Kingdutch who put in great work for #GraphQL 5 for #Drupal during #DrupalDevDays Athens 🫡
Beta 3 is released now with:
* a small security fix
* small API breaks we wanted to get done before 5.0
* Performance optimizations for AST caching
* Refactors for long term improvements
Alexander is truly my Drupal maintainer best buddy 😍
https://www.drupal.org/project/graphql/releases/5.0.0-beta3
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
The incident occurred at the White House Correspondents' dinner, where a suspect opened fire outside the hotel before President Trump and the First Lady were evacuated.
#USA #Military #Geopolitics #GeoWire
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
Law enforcement identified the suspected gunman as 31-year-old Cole Tomas Allen of Torrance, California, who has no prior criminal or civil court record in Los Angeles County.
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
The shooting at the White House correspondents' dinner marks the third major security incident involving Trump in three years.
📰 https://www.bbc.com/news/articles/c2484nln8zeo?at_medium=RSS&at_campaign=rss
#USA #Military #Geopolitics #GeoWire
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LisaWarnerLisaLuv (@LisaWarnerLisaLuv@mastodon.social)
☁️🌈☁️🛐✝️👑🕊️💦❤️🔥💒🏩🙌🤲🙏🧡🩵🩷📖📜🤠🤓😊🌐🌏💛💁♀️*DEAR BELOVED FRIENDS LET US FEED OUR SPIRITS WITH GOOD!*& LOVING THINGS!*AMEN!*& I HOPE!*& PRAY YOU ALL HAVE A FUN!*WHIMSICAL!*& BLESSED RAINBOW DAY!*AMEN!🤗☁️🌈☁️🤗👉
*Lord Jesus Christ!👉
#Lord #Jesus #Christ #My #Savior #Blest #Sunday #Devotional #GOD #Holy #Spirit #Light #World #Pray #Believe #Christian #Heaven #Hope #Peace #Faith #Truth #Goodness #Kindness #Caring #Hospitality #Helping #Others #Gentleness #Understanding #Everyone #LOVE #ONE #ANOTHER #UNITY
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
The shooting occurred at the White House correspondents' dinner, marking the third time in three years Trump has been at the center of such an incident.
📰 https://www.bbc.co.uk/news/articles/c2484nln8zeo
#USA #Military #Geopolitics #GeoWire
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philwilkerson (@philwilkerson@mastodon.social)
I've created the next ambient environment. In this one, I added subtle movement (e.g., flickering candles, moving stars).
If you enjoy it, be sure to like, comment, and subscribe. The response to the first one was excellent. Thank you!
Both videos are in a playlist that provdes 4 hours of ambient music. The playlist is here:
https://www.youtube.com/playlist?list=PLgYcyBzxe5Q7PWOGlgEH6vojAMshH5nXU
Phillip Wilkerson YouTube Channel:
www.youtube.com/@vireo322
#ambient #space #video #YouTube #playlist #Fediverse
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
World leaders have issued reactions to the armed disruption and suspected shooting at the White House Correspondents Association dinner involving President Trump.
📰 https://thehill.com/homenews/administration/5849601-whca-dinner-incident-world-leaders/
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Lacze (@Lacze@hear-me.social)
age verification has a branding problem
https://odysee.com/@rossmanngroup:a/age-verification-has-a-branding-problem:5
_____
#ageverification #privacy #surveillance #usa #politics #goverment #tech #socialmedia
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h4ckernews (@h4ckernews@mastodon.social)
Asahi Linux Progress Linux 7.0
https://asahilinux.org/2026/04/progress-report-7-0/
#HackerNews #AsahiLinux #Linux7 #ProgressReport #OpenSource #Technology
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nekoow7 (@nekoow7@mastodon.social)
Cuties 😍🥰
#catsofMastodon #cats #caturday #cat #mutualaid #fediverse
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vbe404 (@vbe404@mastodon.social)
La réponse est dans les dossiers. 👇 🔗 https://bli.vbe404.fr
#MedNum #GravCMS #EducationPopulaire #IA #OpenSource #VibeCoding #BureauLegendaire
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100D (@100D@mastodon.social)
#experimental #drone #ambient
#harsh #wall #noise #power #electronic #Allemagne #cologne
#tv #Music #Socialmedia
https://imha1.bandcamp.com/track/l-look-upp-in-the-sky
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vnzn (@vnzn@mas.to)
Amateur armed with ChatGPT solves an Erdős problem (scientificamerican.com)
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techwire (@techwire@social.gamefan.net)
The plan to quietly kill Coyote v. Acme blew up in David Zaslav’s face
This is The Stepback, a weekly newsletter breaking down one essential story from the tech world. For more on Hollywood trends and streaming culture, follow Charles Pulliam-Moore. The Stepback arrives in our subscribers'…
#Tech #Technology #TechNews #AI #Gadgets #Software #Cybersecurity #Apple #Google #Microsoft #Startup #OpenSource #TheVerge [The Verge]
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LisaWarnerLisaLuv (@LisaWarnerLisaLuv@mastodon.social)
☁️🌈☁️🛐✝️👑🕊️💦❤️🔥💒🏩🙌🤲🙏🧡🩵🩷📖📜🤠🤓😊🌐🌏💛💁♀️*DEAR BELOVED FRIENDS GOOD SUNDAY MORNING!*& LET US FEED OUR SPIRITS WITH GOOD!*& LOVING THINGS!*AMEN!*& I HOPE!*& PRAY YOU ALL HAVE A FUN!*WHIMSICAL!*& BLESSED RAINBOW DAY!*AMEN!🤗☁️🌈☁️🤗👉
#Lord #Jesus #Christ #My #Savior #Blest #Sunday #Devotional #GOD #Holy #Spirit #Light #World #People #Pray #Believe #Christian #Heaven #Hope #Peace #Faith #Truth #Goodness #Kindness #Caring #Hospitality #Helping #Others #Gentleness #Understanding #Everyone #LOVE #ONE #ANOTHER #UNITY
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notes (@notes@sk.natsume.nohost.me)
结果还是重装了 #friendica 
新号： @natsume@re.natsume.nohost.me
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Jayson1985 (@Jayson1985@ruhr.social)
#Europa #Deutschland #RheinlandPfalz #Tram
#Straßenbahn #Ludwigshafen #Gleisverbindung
Bleichstraßenkurve in Ludwigshafen - Neue Gleisverbindung ergänzt rnv-Streckennetz:
https://ludwigshafen-diskutiert.de/node/1320
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display (@display@social.2ndshot.photos)
After a sleepless night of pain the old man drags his breathless lifeless corpse out of a sunken bed of jagged shards of rocky thorny glass and steel, unable to yet see as the classical music plays he drags himself across the floor to prepare his coffee as his shaky hands tremble he pours in the water and counts the scoops of grind, fumbling he manages to plug in the percolator, as the coffee begins to perc he shuffles off to the toilet where his bowels bellow out in a hungerous rage, in the mirror an exhausted faces stares off into the abyss the reflection shows his disheveled hair and beard to tired to care he stumbles back to his bed, where he struggles to pull on his socks pants and shoes, he pours a cup of coffee and gently packs his pipe with scraps of tobacco, then he slips out the door, the morning is hazy and the sun is cloaked in clouds, the air is mild yet moist, as the world begins to wake not a soul cares for the enduring hellish life forced upon the old man yet another day;
You can encourage my continued useless #poetry, creativity and expression of self, #commentary, random thoughts, #philosophy and ideas, and by doing so your helping to feed, house and clothe a #disabled man living in #poverty, $5-10-15 It All Helps, via #cashapp at $woctxphotog or via #paypal at paypal.com/donate?campaign_id=…
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item (@item@libera.site)
#Mastodon #Statistics 2026-04-26 14:00 CEST
Number of active instances: 10 456
Number of users: 10 517 698
Number of statuses: 1 189 072 891
Number of users last 4h: 351
Number of statuses last 4h: 96 031
Help me keep stats and server running! 💻📊 Even a small monthly contribution makes a big difference. Support here: #^https://www.patreon.com/FediverseStatistics 🙏
#Fediverse
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botwikirandomfediverse (@botwikirandomfediverse@stefanbohacek.online)
Restroom signs for a variety of genders.
https://botwiki.org/bot/restroom-genderator/
#GenerativeArt #bots #CreativeBots #CreativeCoding #fediverse
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p (@p@pixelfed.de)
Morning vibes
.
.
.
#elbe #natur #niedersachsen #spring #wendlandelbe #wendland #wendlandliebe #elbtalaue #fotografie_ist_unser_hobby #landschaftsfotografie #landscapephotography #landschaft #landscape #deutschland #birds
#sun #sunriseoftheday #nebel #sonnenschein #sunshine #sunrise #sonnenaufgang #wschódsłońca #germany #sky #himmel #rosa #clouds #nature #naturephotography
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jhlyon (@jhlyon@mastodon.social)
Although democratic citizens in Europe hope that Trump’s time in office will soon be over, we have to look ahead. The USA is again on a isolationist course. Let’s make sure that they find out that they need the EU more than we need them. BOYCOTT US PRODUCTS. https://www.theguardian.com/world/2026/apr/25/macron-says-eus-mutual-defence-clause-not-just-words
#politics #politician #news #globalnews #conflict #internationalnews #trump #maga #gop #conservatives #usa #europe #eu #climate #climatechange #environment #democracy #humanrights #freedom #cooperation
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LisaWarnerLisaLuv (@LisaWarnerLisaLuv@mastodon.social)
☁️🌈☁️🛐✝️👑🕊️💦❤️🔥💒🏩🙌🤲🙏🧡🩵🩷📖📜🤠🤓😊🌐🌏💛💁♀️*DEAR BELOVED FRIENDS AROUND THE WORLD GOOD SUNDAY MORNING!*& LET US FEED OUR SPIRITS WITH GOOD!*& LOVING THINGS!*AMEN!*& I HOPE!*& PRAY YOU ALL HAVE A FUN!*WHIMSICAL!*&👉
#Lord #Jesus #Christ #My #Savior #Blest #Sunday #Devotional #GOD #Holy #Spirit #Light #World #People #Remember #Pray #Believe #Christian #Heaven #Hope #Peace #Faith #Truth #Goodness #Kindness #Caring #Hospitality #Helping #Others #Gentleness #Understanding #Everyone #LOVE #ONE #ANOTHER #UNITY
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JamesGlandonJr (@JamesGlandonJr@mstdn.social)
#WWE & #LuchaLibreAAA present AAA Lucha Libre TV (2026.4.25) on #YouTube: https://www.youtube.com/live/SU_zEL8iUXQ?si=7XUGOHngLvwZ5B5D
#POSTWrestling Podcast —
#WWE #SmackDown 4/24/26 Review + WWE Releases | RASD [XL]: https://www.youtube.com/live/PzM9aV6r1R0?si=l6Qu5weFvZg6na3S
#DeniseSalcedo Speak Now Podcasts & Post Shows —
#WWE #SmackDown 4/24/26 Review: https://youtu.be/R6y5e6_Z7IM?si=eTy6MooM2GSukBpY
(3 of 5)
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Jayson1985 (@Jayson1985@ruhr.social)
#Europa #Deutschland #Rostock #Straßenbahn
#MecklenburgVorpommern #NeuerFriedhof #Ort
Zu wenig Fahrgäste -
Protest erfolglos - Straßenbahnlinie zum Neuen Friedhof vor dem Aus in Rostock:
https://www.nordkurier.de/regional/rostock/protest-erfolglos-strassenbahnlinie-zum-neuen-friedhof-vor-dem-aus-4527844
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media (@media@eicker.news)
Parties spent thousands of pounds on targeted social media adverts ahead of the Senedd election in Wales, with Welsh Labour spending more than double any other party at £33,572 on Meta platforms in a one-month period. The BBC found most adverts were targeted to individual towns, constituencies or even specific postcodes. Meta platforms allow enough detail for useful comparisons, while Google publishes some data and X shares none. https://www.bbc.com/news/articles/cly6e903093o #Media #SocialMedia
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anoncheg (@anoncheg@mastodontech.de)
Title: P3: Laptop configuration [2025-04-28 Mon]
And I installed HuggingFace transformers library.
Boring? Listen music: https://www.youtube.com/watch?v=CKTPyzuMIpo #dailyreport #linux #gentoo #wayland #booting #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #llmdeveloper #keyd #vlock
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anoncheg (@anoncheg@mastodontech.de)
Title: P2: Laptop configuration [2025-04-28 Mon]
Sway tiling compositor works very good, it is based on
workspaces mostly because you can edit it's name.
I output CPU governor, keyboard layout, battery state and
percent and temperature at Sway header.
I configured browser and Telegram with simple sandboxing
isolation. #dailyreport #linux #gentoo #wayland #booting #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #llmdeveloper #keyd #vlock
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anoncheg (@anoncheg@mastodontech.de)
Title: P1: Laptop configuration [2025-04-28 Mon]
I created Gentoo ebuild for reproducable installation of
small service that detect keyboard device and if no keys
was pressed in time interval block usb ports and my
whole laptop.
I encrypted whole disk and hide existence of partitions.
I configured UEFI boot with Linux EFI loader from USB. #dailyreport #linux #gentoo #wayland #booting #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #llmdeveloper #keyd #vlock
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anoncheg (@anoncheg@mastodontech.de)
Title: P2: P0: Laptop configuration [2025-04-28 Mon]
I configured keys rebinding with “keyd” and laptop
blocking with “vlock” and usb switching off, keyboard
layout switching. #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #dailyreport #linux #gentoo #wayland #booting #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #llmdeveloper #keyd #vlock
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anoncheg (@anoncheg@mastodontech.de)
Title: P1: P0: Laptop configuration [2025-04-28 Mon]
#chatgpt #aideveloper #wannabeprogrammer #newprogrammer
I fully configured my new laptop with Nvidia video card.
I switched to Wayland Sway compositor. #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #dailyreport #linux #gentoo #wayland #booting #chatgpt #aideveloper #wannabeprogrammer #newprogrammer #llmdeveloper #keyd #vlock
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EdwardBern (@EdwardBern@mastodon.social)
Your phones location data is not anonymous. In this documentary journalists buy peoples location data from commonly used apps and identify them at an instant: Their home address, workplace, daily route, who they visit etc. They also show a lady being gang stalked by agents in Berline. We need stricter laws on this matter for consumer safety! #Foss, #privacy, #linux, #surveillance, #stalking, #opensource, #news, #data, #android,#technology, #gangstalking, https://www.youtube.com/watch?v=Y07j3hXAI-g
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joelindien (@joelindien@mastodon.social)
🐧 Actu logiciel libre du 26/04/2026
• Apple M3 Support On Asahi Linux Is Approaching The Original Alpha Quality Of …
[Phoronix] https://www.phoronix.com/news/Apple-M3-Linux-Approach-Alpha
#LogicielLibre #OpenSource #Libre
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A7Production (@A7Production@mastodon.social)
🔴 #A7Radio > #Serie > #FROM ✅
https://a7productions.blogspot.com/p/7-radio-100-mix.html
E05S01
Le malaise de Sarah inquiète, Julie s'acclimate dans le foyer.
Jade lui, continue de peter les plombs.
Sarah se lance dans sa nouvelle mission meurtière.
Son frère relève un secret primordiale au révérent qui réagit immédiatement.
Sarah met déja son plan en marche, Nathan intervient et c'est le drame.
La menace semble identifiée. Mais parviendront il à la stopper ?
#Mastodon #Tv #Web #Amazon #Debrief #Resume #Rewatch
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post (@post@feddit.org)
Kennt wer gute Plugin für Immoscout24?
https://feddit.org/post/29027926
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DodasWelt (@DodasWelt@mastodon.social)
Weiter geht's für mich im #herrininge Event in Herr der Ringe Online. Road to Level 50.
Unbedingt einschalten, bei mir auf #YouTube und #Twitch:
https://www.youtube.com/watch?v=OXPVqts5NkU
https://twitch.tv/DodasWelt
Ganze Nachricht auf DodasDiscord: https://chat.dodaswelt.de
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notes (@notes@mk.fedcast.ch)
[Föderationstest] aus #Sharkey Instanz im #Fediverse.
#nerdkram
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2026 (@2026@asahilinux.org)
Asahi Linux Progress Report: Linux 7.0
https://asahilinux.org/2026/04/progress-report-7-0/
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Rainer_Rehak (@Rainer_Rehak@mastodon.bits-und-baeume.org)
“It took just a few months of President Donald #Trump’s second term for Palantir employees to question their company’s commitments to civil liberties. Last fall, #Palantir seemed to become the technological backbone of Trump’s immigration enforcement machinery, providing software identifying, tracking, and helping deport immigrants on behalf of the Department of Homeland Security, when current and former employees started ringing the alarm.“
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Trump Rushed from Ballroom After Suspected Gunshots
Buckingham Palace issued a statement regarding the King's US state visit following the shooting incident at the White House Correspondents' Dinner.
#USA #Diplomacy #Geopolitics #GeoWire
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GeoWire (@GeoWire@mastodon.social)
🟠 UPDATE
Iran Peace Talks Collapse and Strait of Hormuz Closure
Iranian Foreign Minister Abbas Araghchi is expected to return to Islamabad on Sunday evening before departing for Moscow, as Pakistan attempts to salvage US-Iran negotiations while Trump keeps envoys home.
#Iran #USA #Diplomacy #Russia #Geopolitics #GeoWire
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techwire (@techwire@social.gamefan.net)
I thought I wanted colorful Android phones until I dropped mine
I loved Samsung's new colors on the Galaxy S26 and Fold 7 until they got their first dents and scuffs.
https://www.androidauthority.com/colorful-android-phone-durability-problem-3660100/
#Tech #Technology #TechNews #AI #Gadgets #Software #Cybersecurity #Apple #Google #Microsoft #Startup #OpenSource #AndroidAuthority [Android Authority]
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Jayson1985 (@Jayson1985@ruhr.social)
#Europa #Deutschland #NRW #Düsseldorf #Orte
#GroßaufgebotgegenSchwarzfahrer #Kontrollen
Nordrhein-Westfalen -
Großaufgebot gegen Schwarzfahrer:
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DamirAkhmadi (@DamirAkhmadi@mastodon.social)
Ты смеешь учить меня исскуству войны #humor #music #mem #tiktok #story #shorts
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emaechler (@emaechler@masto.maechler.cloud)
soso eine stellenauschreibung auf #linkedin #schweiz
WTF
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gamehandsdotnet (@gamehandsdotnet@mastodon.social)
♟️Play #chess LIVE on #twitch and #youtube by typing moves in chat.
♟️ twitch.tv/gamehandsdotnet
♟️ youtube.com/@GameHandsDotNet
🌏📡🛰️📱💻
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an_believable (@an_believable@fediver.de)
RE: https://mastodon.social/@BOYkott_Magazin/116459167311009617
BOYkott Magazin jetzt auch auf Mastodon 🤩🥳 #neuhier
Folgeempfehlung! 
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alios (@alios@23.social)
Schon die ersten Kapitel des ersten Buches von Clausewitz "Vom Kriege" erklären ganz wunderbar, gerade zu exemplarisch, warum die #USA den Krieg gegen #Iran verloren haben:
Ohne aus dem politischem Raum gegebenes strategisches Ziel entgrenzt sich der Krieg und die Gewalt (auf einer Seite), so dass sogar vom Genozid gesprochen wird, während die andere Seite, weil sie politische Ziele hat, dem Angreifer ein Schnippchen schlägt und das einfach nicht mitspielt.
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oduk83 (@oduk83@mastodon.social)
내 엑셀 자동화 설정에 꼬박 2시간 썼는데, 정작 아낀 시간은 딱 30분이었음.
진짜 현타 제대로 왔음. 이거 왜 했나 싶고.
매번 멍청하게 삽질하다가 시간만 날린 기분.
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HerrBertels (@HerrBertels@mastodon.social)
Kann das kollektive #Fediverse mal bitte die @mediathekperlen feiern? Ich wüsste nicht, was ich mit der nächsten Schlechtwetterperiode anfangen sollte, wenn es diesen Blog nicht geben würde.
Alleine, was da heute schon wieder aufgelaufen ist, ist doch eigentlich genug, um jeden Streamingaccount zu kündigen! https://nexxtpress.de/author/mediathekperlen/
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ZaneFlux (@ZaneFlux@mastodon.social)
33,646 stars. Zero venture funding. Built entirely in Python by a team that ships code before breakfast. Most analytics tools sell you dashboards. PostHog sells you *leverage*: raw event data, local feature flags, session replays you can grep, error traces tied to user journeys—not abstractions. They don’t hide complexity behind “AI insights.” They hand you the SQL and say “go fix it.” That’s why devs love it. That’s why startups ...
https://github.com/PostHog/posthog
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us (@us@newsbeep.org)
HPD: Suspect dead after shooting at employees while breaking into cars, getting into police shootout
“No officers were injured, however, the suspect was struck more than one time,” said HPD Asst Chief Smith.…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #BreakingNews #Headlines #Topstories #TopStories
https://www.newsbeep.com/us/607364/
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us (@us@newsbeep.org)
Live updates: Trump says US team won’t visit Pakistan
The fragile ceasefire in Lebanon is under growing pressure as Israel and Hezbollah have increased attacks on each…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #America #UnitedStatesofAmerica
https://www.newsbeep.com/us/607362/
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us (@us@newsbeep.org)
Trump unhurt and suspect in custody after shots fired at White House correspondents’ dinner – follow live
World leaders extend warm messages to Trump following shootingpublished at 09:21 BST 09:21 BST Image source, AFP via…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #America #UnitedStatesofAmerica
https://www.newsbeep.com/us/607360/
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us (@us@newsbeep.org)
Woman quits 6-figure job to live on cruise ships and discovers complicated reality 2 months in
We’ve all thought about it. Almost every one of us has been at the beach, at a resort,…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Business #cruiseships #RoyalCaribbeancruises
https://www.newsbeep.com/us/607358/
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us (@us@newsbeep.org)
The ‘Invincible’ Game’s Story Brings Action and New Voices
Prime Video’s Invincible just ended its fourth season, but the show’s not going away just yet. Next week sees the…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Technology #Invincible #InvincibleVS #Skybound
https://www.newsbeep.com/us/607356/
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us (@us@newsbeep.org)
Telomere-to-telomere genome assemblies and population resequencing of diploid and allotetraploid peanut varieties
Assembly and annotation of six representative peanut genomes To determine the genome structure and genetic divers…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Science #Agriculture #AnimalGeneticsandGenomics #Biomedicine #CancerResearch #GeneFunction #general #Genomeassemblyalgorithms #Genome-wideassociationstudies #HumanGenetics
https://www.newsbeep.com/us/607354/
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us (@us@newsbeep.org)
‘Michael’ Pacing Toward Record-Breaking Week for Musical Biopic
Despite the controversy surrounding its release, Michael is on pace to break the box office record for a…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Entertainment #boxoffice #Michael #MichaelJackson
https://www.newsbeep.com/us/607352/
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jaenatech (@jaenatech@mastodon.social)
Не кіберпанк, але вже близько: BMW представила розумне E Ink-підсвічування, яке прикрашає капот кросовера iX3 Flow Edition #technology #it #opensource #freeinternet' - https://gagadget.com/uk/706774-ne-kiberpank-ale-vzhe-blizko-bmw-predstavila-rozumne-e-ink-pidsvichuvannia-iake-prikrashaie-kapot-krosovera-ix3-flow-edition/
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us (@us@newsbeep.org)
La Jolla Lab Finds Brain ‘Kill Switch’ That Could Stall Alzheimer’s
UC San Diego researchers say they have zeroed in on a protein that acts like a molecular “switch,”…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Health
https://www.newsbeep.com/us/607350/
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us (@us@newsbeep.org)
10 winners and losers from the Patriots’ Day 3 picks in the NFL Draft
Here’s who the pick impacts for better, or worse, moving forward. WR Kyle Williams: The expectation remains that…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Sports #NewEnglandPatriotsDraft #new-england-patriots-opinion
https://www.newsbeep.com/us/607348/
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us (@us@newsbeep.org)
Households tighten belts as economy bites – eNCA
Households tighten belts as economy bites eNCASouth African households tighten budgets as financial strain rises MoneywebCurrency volatility impact: the rising…
#NewsBeep #News #US #USA #UnitedStates #UnitedStatesOfAmerica #Economy #Business
https://www.newsbeep.com/us/607346/
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Quarky (@Quarky@expressional.social)
@QudsNen Strange story which is beginning to look like it was planned to try and get sympathy for #trump in the #usa.
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giangiskitchen (@giangiskitchen@flipboard.com)
This Mother’s Day, skip the crowded restaurants and treat Mom to a brunch as amazing as she is — mimosas, sweet bites, and all. This spread celebrates the woman who does it all, from cozy classics to fresh favorites. Cheers to Mom! #recipe #food #Cooking #fediverse #Flipboardusergroup #mothersday #lunch #Brunch #dinners
Posted into Giangi's Kitchen Recipes @giangi-s-kitchen-recipes-giangiskitchen
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conansysadmin (@conansysadmin@mstdn.social)
By Crom, some wizardry becomes extremely arcane. #Linux #OpenSource https://cromwell-intl.com/open-source/sysfs.html?s=mc
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simsus (@simsus@social.tchncs.de)
Ja, das Produkt, was #OpenSource ist, kostet nichts. Legitim finde ich es aber, wenn für Service und Support entsprechend gezahlt wird. So könnten Open Source Produkte refinanziert werden.
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life (@life@wakoka.com)
https://www.wacoca.com/life/387516/ “酷暑日”対策の最先端!!! 無印良品「さらっと綿メッシュ編み」シリーズが新発売です | FORZA STYLE｜ファッション＆ライフスタイル[フォルツァスタイル] #lifestyle #YOUTUBE #インスタグラム #ウォッチ #カー #コットン #ファッション #フォルツァスタイル #ヘルスケア #ライフスタイル #動画 #女性 #干場義雅 #無印良品 #男性 #講談社
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p (@p@pixelfed.social)
Just upgraded my second PC to Xubuntu 26.04 (yes, I’m using Ubuntu on this machine :/).
Started with a Core i5-650 and a GT 240, later upgraded to a GTX 780 and now running an RX 570. What a journey xD
Still alive after 14 years of abuse.
It’s sitting in my old room, mostly used for browsing, coding and retro games.
I’m sticking with kernel 6.8.0-110 because I need "amdgpu.dc=0" to get DVI working on my RX 570 (Polaris).
It seems like this parameter doesn’t work properly anymore with kernel 7.x.
#DailyDesktop #ShareYourDesktop #UnixPorn #Linux #gnulinux #xfce #fastfetch #foss #opensource #mydesktop #ubuntu #xubuntu #linuxdesktop #retropc #oldhardware #vintagepc #pcupgrade #amd #amdgpu #rx570 #polaris #intel #corei5 #retrogaming #linuxcommunity #fediverse
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tagesschau (@tagesschau@ard.social)
Bestürzung nach Angriff bei Gala mit Trump
"Gewalt hat keinen Platz in einer Demokratie" - so formulieren es Kanzler Merz oder Präsident Macron. Politiker weltweit reagieren bestürzt auf den Angriff auf ein Gala-Dinner in Washington, an dem auch US-Präsident Trump teilnahm.
#USA #Anschlag #Trump #Washington
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simsus (@simsus@social.tchncs.de)
#OpenSource ist nicht das Problem, sondern sein Missbrauch durch Konzerne | Developer https://www.heise.de/blog/Open-Source-ist-nicht-das-Problem-sondern-sein-Missbrauch-durch-Konzerne-11244125.html
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mike_honey_ (@mike_honey_@aus.social)
Here's the latest variant picture for the United States, to early April.
The XFG.* "Stratus" variant remained dominant, but fell to 51%.
BA.3.2.* "Cicada" grew strongly to 19%.
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display (@display@friendicadev.sekretaerbaer.de)
"Gewalt hat keinen Platz in einer Demokratie" - so formulieren es Kanzler Merz oder Präsident Macron. Politiker weltweit reagieren bestürzt auf den Angriff auf ein Gala-Dinner in Washington, an dem auch US-Präsident Trump teilnahm.#USA #Anschlag #Trump #Washington
Bestürzung nach Angriff bei Gala mit Trump
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feed (@feed@igeek.gamer-geek-news.com)
🐧 Almighty Linux – hybrid distribution based on Debian and Kali
Almighty Linux is a hybrid Linux distribution based on Debian Testing and Kali Linux designed for intelligence gathering and OSINT workflows. The post Almighty Linux – hybrid distribution based on ...
📰 Source: LinuxLinks
🔗 Link: https://www.linuxlinks.com/almighty-linux-hybrid-distribution-debian-kali/
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p (@p@pixelfed.de)
Was für ein Morgen
.
.
.
#elbe #natur #niedersachsen #damnatz #wendlandelbe #wendland #wendlandliebe #elbtalaue #fotografie_ist_unser_hobby #landschaftsfotografie #landscapephotography #landschaft #landscape #deutschland
#sun #sunriseoftheday #nebel #sonnenschein #sunshine #sunrise #sonnenaufgang #wschódsłońca #germany #sky #himmel #rosa #clouds #nature #naturephotography
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digitaleOL (@digitaleOL@social.la10cy.net)
Unsere digitale Welt basiert auf #OpenSource – meist entwickelt in unbezahlter Freizeit.
Wir fordern: #FOSS-Arbeit muss als Ehrenamt anerkannt werden! Es geht um digitale Bildung & Souveränität.
Lest unsere Gründe & unterstützt die Petition:
👉 https://www.digitale-oberlausitz.eu/news/2026/petition-foss-ehrenamt_2026-04-20/
#Ehrenamt #FOSS #OpenSource #DigitaleSouveränität #CivicTech #DigitaleOberlausitz
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sleepypost (@sleepypost@mastodon.social)
big studios are hoarding eyeballs, and if you want yours, you need to act fast. With mega studio consolidation reshaping film and streaming plans, the competition is fierce. Let our AI post while you sleep, ensuring your content gets the visibility it deserves. Don’t let your voice get drowned out make it heard. #socialmediaautomation #sleepypost #AI #contentautomation #socialmedia #creators #smallbusiness
#sleepypost #AI #contentautomation #socialmedia #creators #smallbusiness…
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tisha (@tisha@htt.social)
📼 Microcassette toute mignonne pour dictaphone https://video.neliger.com/w/atMKk2innxvZpR8Wh5sptr
Je fait mumuse avec un Olympus Pearlcorder S930, un dictaphone à microcassette beaucoup plus perfectionnée que ce que j'ai connu par le passé !
#analogique #microcassette #Olympus #retro #retroTech #vintage #vintageTech #oldTech #PeerTube
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sleepypost (@sleepypost@mastodon.social)
big studios are hoarding eyeballs, and if you want yours, let our AI post while you sleep. With mega studio consolidation reshaping film and streaming plans, you can’t afford to miss out. Get seen without losing sleep over it. #socialmediaautomation #sleepypost #AI
#sleepypost #AI #contentautomation #socialmedia #creators #smallbusiness #automatedmarketing #repurposecontent #postwhileyousleep #contentrepurposing #creatoreconomy #247posting
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yurisizov (@yurisizov@mastodon.gamedev.place)
Here's an interesting use case for `export_custom` annotations in Godot.
I've used this trick a few times, but this is the most practical example.
In SLAMY I use SQLite for persistent storage, and `export_custom` annotations help augment class properties that define and map to database tables and fields. While we can't really extend usage flags, there are a couple unused ones in Godot which we can borrow and redefine for our own needs.
The DB manager then uses this info.
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LosTosTonesyRefr (@LosTosTonesyRefr@mastodon.social)
Lo mejor de la mañana, un buen Pocillo de Guarapo ☕️ y dar gracias a Dios por un nuevo día , por una nueva oportunidad de hacer las cosas bien...
Aquí vamos... 🌤️🍀🙏
#Telegram #Bluesky
#Sigmal #Mastodon
#Instagram #facebook
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nluug (@nluug@nluug.social)
Wil je meer horen over het platform- en leveranciers onafhankelijke Cloud systeem 'Haven'?
Op de NLUUG voorjaarsconferentie van 7 mei 2026 vertelt Jaccco Brouwer van VNG alles over 'Haven' (https://vng.nl/projecten/haven), de standaard voor platformonafhankelijke cloud hosting die gemeenten digitale autonomie geeft.
Kijk voor het hele programma op https://nluug.nl/evenementen/nluug/voorjaarsconferentie-2026/
Schrijf je in voor deze dag en we zien je op de voorjaarsconferentie!
#NLUUG is dé vereniging voor (professionele) gebruikers van UNIX/Linux, #OpenSource, #OpenSystemen en #OpenStandaarden in NL.
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UberZeitgeist (@UberZeitgeist@mstdn.social)
In case you need them
A pair of frozen cat heads
May come in handy
#Haiku #OneHaikuADay #WritersCollective #writingcommunity #BackToHaiku #April #Cats #Cat #CatHead #Frozen #Spring #Poetry #Ohio #USA #Photography #2026
April 26, 2026
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LosTosTonesyRefr (@LosTosTonesyRefr@mastodon.social)
La Suerte Animalitera
#26Abr #LosEscondidos
LottoActivo LaGranjita
SelvaPlus
SON GRATUITOS
- (05) LEÓN 🦁
- (15) ZORRO 🦊
- (26) VACA 🐄
- (36) CULEBRA 🐍
Ñapa - (20) CERDO 🐖
¡Fé y Suerte!
¡Y Vamos por MAAASS!
#LosTosTonesyRs
#Bluesky #Signal
#Mastodon #RT
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LosTosTonesyRefr (@LosTosTonesyRefr@mastodon.social)
La Suerte Animalitera
➡️ #26Abr
Loterias
Zulia - Chance
Caracas-Tachira
¡ Juegalo como Quieras
➡️ 400
#Telegram #Signal
#Bluesky #Mastodon
#Facebook #LosTosTonesyRs_
#LosTosTonesyRefrescos_
¡Muchichisisisisimas Fé y Suerte!
¡Y vamos por MAAASS!
➡️ #RT 🍀🤞
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privacysafe (@privacysafe@privacysafe.social)
🧐 Keeping an eye on #tech giants because #PrivacyMatters
“!!! This Week's Videos !!! 👀👏
#YouTube -
https://www.youtube.com/@SwitchedtoLinux/videos
#Odysee -
https://odysee.com/@switchedtolinux:0?view=content
#Rumble -
https://rumble.com/c/Switc...”
https://metapixl.com/p/Teh-AnKorage/953799001391529732
🤖 via RSS feed. Not an endorsement.
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openclaw-hardware-requirements-everything-you-need-to-run-this-ai-agent-in-2026 (@openclaw-hardware-requirements-everything-you-need-to-run-this-ai-agent-in-2026@weandthecolor.com)
OpenClaw Hardware Requirements: Everything You Need to Run This AI Agent in 2026
Regarding AI, it seems like everyone’s been talking about OpenClaw lately. The project exploded on GitHub before most people had even heard the name — passing 100,000 stars inside two months, spawning Reddit threads, Discord servers, and a wave of setup guides from developers who couldn’t stop talking about it. By the time the wider tech press noticed, a serious community had already formed around it. That kind of organic momentum is rare, and it usually means something real is happening.
What makes OpenClaw compelling isn’t a single feature. It’s the premise: a proactive, always-on AI assistant that runs entirely on your own hardware, connects to the messaging apps you already use, and never hands your data to someone else’s server. No subscriptions. No cloud lock-in. You own the whole stack. For a growing number of developers and technically curious people, that combination proved irresistible.
But here’s the catch: the official documentation lists “4GB RAM” as the minimum requirement. That figure is technically accurate and practically misleading. The real OpenClaw hardware requirements depend entirely on how you deploy it — and if you pick the wrong machine, your agent will stall, swap, and crash at the worst possible moment. This guide cuts through the vague specs and gives you the honest picture.
What Is OpenClaw, and Why Should You Care About It Right Now?
OpenClaw is a free, open-source AI agent framework that turns large language models into autonomous personal assistants running 24/7 on your own hardware. Austrian developer Peter Steinberger originally launched it in November 2025 under the name Clawdbot. After a brief naming detour through “Moltbot,” it became OpenClaw in January 2026. By February, Steinberger had joined OpenAI — and committed to keeping the project open-source under MIT license through a newly established non-profit foundation.
The latest stable release as of April 2026 is v2026.4.12. The project is actively maintained with regular releases, and a large community is building skills, integrations, and deployment guides daily.
What OpenClaw Actually Does
OpenClaw isn’t a chatbot. It doesn’t wait for you to open an app and type a question. Instead, it operates proactively through a heartbeat daemon and scheduled tasks. Think of it as a persistent operator living on your machine, not a reactive text box in a browser tab.
You interact with it through the messaging platforms you already use. The supported channel list includes WhatsApp, Telegram, Slack, Discord, Signal, iMessage, Google Chat, Microsoft Teams, Matrix, IRC, LINE, and over a dozen more. You text your agent from your phone. It executes tasks on your hardware. Results come back through the same channel.
Its core capabilities include browser automation via Playwright, file management, scheduled tasks, API integrations, voice interaction on macOS and iOS, and a live Canvas workspace for visual agent output. A community-driven skill marketplace called ClawHub offers over 700 additional extensions. The skill system is modular — each skill is a Markdown file stored in your local workspace directory.
OpenClaw Is Model-Agnostic
You choose the AI brain. OpenClaw works with Anthropic Claude, OpenAI GPT-4o, Google Gemini, DeepSeek, and local models through Ollama or llama.cpp. It auto-switches to backup models if your primary choice becomes unavailable — which matters a great deal in production automation scenarios.
The Honest Truth About OpenClaw Hardware Requirements
The OpenClaw gateway process itself is a Node.js application. It proxies messages, manages sessions, and orchestrates tool calls. That core process is lightweight — it spends most of its time waiting for API responses rather than grinding through computation. But “can run” and “runs well” are fundamentally different states, and the gap between them grows wider as you add features.
What I call the Deployment Multiplier Effect is the single concept most guides skip over. Your resource usage doesn’t scale linearly with agents or tasks. It scales exponentially once you enable browser automation, local model inference, or multi-agent routing. A machine that handles one text-based agent comfortably will collapse under two browser-automated agents running concurrently.
Minimum OpenClaw System Requirements
These are the absolute floor values. OpenClaw will start and handle basic tasks at these specs, but you’ll hit limits quickly under sustained load.
- CPU: 2 cores / 4 threads
- RAM: 4GB
- Storage: 10–20GB SSD (not HDD)
- OS: macOS, Linux (Ubuntu 22.04+ recommended), or Windows via WSL2
- Node.js: Version 22 or higher (not 18, not 20)
- Network: Stable outbound HTTPS access
The 4GB RAM floor exists because the OpenClaw gateway process alone consumes 400–800MB at idle. Add Node.js runtime overhead, your operating system, and Docker if you use it — and a 2GB machine is already in trouble before you run a single task. Users who try 1GB VPS instances report out-of-memory kills during Docker builds and chronic swapping during normal operation.
The Node.js version requirement deserves emphasis. OpenClaw absolutely requires Node.js 22 or higher. Running it on Node 18 or 20 produces cryptic errors about import statements and missing modules. Install Node 22 via Homebrew on macOS, NVM on Linux, or the official installer on Windows before anything else.
Recommended OpenClaw Hardware for Single-Agent Deployments
For one agent doing text-based tasks through Telegram, Slack, or WhatsApp — with no browser automation and no local LLMs — these specs ensure consistent, comfortable performance:
- CPU: 6–8 threads (Intel i5 / AMD Ryzen 5 or equivalent)
- RAM: 8–16GB
- Storage: 20–50GB NVMe SSD
- Network: 2.5GbE recommended for API-heavy workflows
NVMe drives reduce model load times by approximately 40% compared to SATA SSDs. That difference is noticeable in daily use, especially when OpenClaw loads skills, writes logs, and manages session persistence simultaneously.
OpenClaw Hardware Requirements by Deployment Scenario
The right hardware depends on what you’re actually running. Let me walk through five distinct deployment tiers using a framework I call the Agent Footprint Stack — a way of thinking about resource allocation as a layered budget rather than a flat spec sheet.
Tier 1 — Lightweight Gateway (Personal Use, Cloud APIs Only)
This is the bread-and-butter OpenClaw setup. One agent, text-based tasks, no browser, no local models. The gateway runs, routes your messages, calls Claude or GPT-4o, and returns results.
- RAM needed: 4–8GB
- CPU: 4 threads minimum
- Storage: 20GB SSD
- Best hardware pick: Raspberry Pi 5 (8GB) — approximately $80 — handles this workload well if you’re disciplined about resource allocation
- Cloud alternative: DigitalOcean $12/month droplet (2 vCPUs, 2GB RAM) works for minimal setups; upgrade to the $24/month tier (4GB RAM) for comfortable headroom
The Pi 5 excels at orchestrating cloud API calls. You’re not running local inference here, so compute requirements stay low. The tradeoff is latency on complex multi-tool sequences — expect occasional slowdowns during tasks that combine web search, file operations, and API calls in rapid succession.
Tier 2 — Browser Automation Enabled
Browser automation is one of OpenClaw’s strongest features. It is also the single biggest hardware multiplier in the entire stack. Each Playwright browser instance consumes 200–400MB of RAM and generates significant CPU load during page rendering.
- RAM needed: 8–16GB (the jump from 4GB is not optional here)
- CPU: 8 threads minimum
- Storage: 30–50GB NVMe
- Best hardware pick: GEEKOM A5 2025 (AMD Ryzen 5 7430U, 32GB RAM) — approximately $545
A 4GB machine running the gateway (400–800MB) plus one browser instance (200–400MB) plus OS and Docker overhead is already at 70–80% memory utilization before any tasks begin. Two concurrent browser instances on 4GB cause swapping, which kills response times and can crash the container mid-task.
Tier 3 — Multi-Agent Deployment
Running two or more OpenClaw agents on the same server means each agent runs its own gateway process with separate configuration, memory, and session state. Budget 2–3GB of RAM per agent for comfortable headroom.
- RAM needed: 16–32GB
- CPU: 12+ threads
- Storage: 50–100GB NVMe
- Best hardware pick: Mac Mini M4 (16GB base model, approximately $599) — developers report running 8 simultaneous OpenClaw agents with zero thermal throttling thanks to the unified memory architecture
- Alternative: Mini PCs from ASUS NUC, Beelink, or Minisforum lines at $400–700; prioritize models with replaceable RAM and dual NVMe slots
Two agents on a 4GB VPS will run, but both degrade under concurrent load. Three agents on 4GB don’t work. The gateway processes compete for memory, and the first one to get killed takes down its entire workflow mid-execution. For cloud hosting, DigitalOcean’s 8GB droplet at $24/month or a Hetzner CX43 at approximately $14/month handles two agents reliably.
Tier 4 — Local Model Inference (Ollama Integration)
This is where OpenClaw hardware requirements make a genuine leap. Running a local LLM through Ollama eliminates API costs and keeps all inference on-device — but it demands a completely different class of hardware.
An 8-billion-parameter model like Llama 3 8B, quantized to 4-bit precision, requires approximately 6GB of RAM just to load the model weights. Your operating system needs 4GB on top of that. Add OpenClaw’s context window management, and 16GB of RAM is the absolute floor for local inference. In practice, 32GB is the realistic baseline for responsive agent execution.
- RAM needed: 32–64GB
- CPU: NPU or GPU strongly preferred
- Storage: 100GB+ NVMe (model files are large)
- Best hardware pick for 7B–13B models: ACEMAGIC F5A (AMD Ryzen AI 9 HX 370, 50 TOPS dedicated NPU) — approximately $650; the NPU handles LLM inference independently, keeping primary CPU cores free for other tasks
- Best hardware pick for 70B+ models: ACEMAGIC M1A PRO+ (AMD Ryzen AI MAX+ 395, 128GB LPDDR5x, 126 TOPS total) — designed explicitly for heavy multi-agent and large-model workloads
Standard CPUs can run LLM inference, but forcing matrix multiplication through general-purpose cores spikes power consumption above 65 watts and generates significant heat. Neural Processing Units handle the same workload at a fraction of the energy draw — which matters enormously for 24/7 always-on deployments.
Tier 5 — Enterprise and Production Deployment
For teams running OpenClaw as business-critical infrastructure — customer message routing, automated reporting, time-sensitive CRM updates — the hardware calculus shifts entirely toward reliability and uptime over raw cost efficiency.
- RAM: 32–128GB
- CPU: 16+ threads or dedicated server hardware
- Storage: RAID-backed NVMe or enterprise SSD
- Network: Dedicated IP, monitored uptime
- Container orchestration: Docker with PM2 process management, or Kubernetes for multi-gateway scaling
Consumer laptops are built for burst performance. Running an AI agent at 100% computational load for 72 hours straight on a laptop will cause thermal throttling — CPU cores dropping from 4.5GHz to 2.1GHz as heat builds. Dedicated hardware with active cooling isn’t about peak performance. It’s about consistency.
Supported Operating Systems and Architecture
OpenClaw supports three primary operating environments. macOS and Linux run the gateway natively. Windows requires WSL2 (Ubuntu is recommended inside WSL2). For server deployments, Linux is the most predictable and well-documented option.
On the architecture side, OpenClaw auto-detects your CPU architecture. Both x86_64 and ARM64 are fully supported. Apple Silicon (M1 through M4) receives native support via the macOS menu bar app or CLI. AWS Graviton 2, 3, and 4 instances are fully supported and often deliver better price-to-performance ratios than x86 equivalents for cloud deployments. The Raspberry Pi 5 on ARM64 works well for the lightweight Tier 1 scenario described above.
Memory Architecture: Understanding the OpenClaw RAM Budget
Here’s a framework I find genuinely useful when planning OpenClaw deployments — the RAM Budget Formula. Add up these components to calculate your actual memory requirement before you buy hardware:
- Base gateway process: ~300MB
- Per active messaging channel: ~100MB each
- Per WebSocket client: ~10MB each
- Per sandbox container: 256MB–1GB each
- Browser instance (if enabled): 500MB–2GB
- Local LLM weights (if running locally): varies by model size
- Overhead buffer: add 20% to your total
Sum those numbers for your specific configuration, add 20%, and that’s your real RAM floor — not the 4GB figure in the README. This formula also explains why storage matters beyond just holding files. OpenClaw generates more disk writes than you might expect. Log accumulation, session files, memory persistence data, and Node.js module cache collectively consume significant space over time. The 20GB storage recommendation is double the minimum precisely to accommodate this growth.
How to Install OpenClaw Locally
The installation process is straightforward if you follow the correct sequence. These are the verified steps for a local deployment on Linux or macOS.
Step 1 — Verify Your Node.js Version
Before anything else, confirm you’re running Node.js 22 or higher. Run node --version in your terminal. If the output shows v18 or v20, install v22 via NVM on Linux (nvm install 22) or Homebrew on macOS (brew install node@22). An incorrect Node version is the most common cause of installation failures.
Step 2 — Clone the Repository
OpenClaw’s official repository lives at github.com/openclaw/openclaw. Clone it with git clone https://github.com/openclaw/openclaw.git, then navigate into the directory with cd openclaw.
Step 3 — Install Dependencies
The project prefers pnpm for package management. Run pnpm install to pull all dependencies. Installation typically takes 2–3 minutes, depending on your connection speed.
Step 4 — Run the Onboarding Setup
Run pnpm openclaw setup for first-time configuration. This writes the local config and workspace structure. Alternatively, run openclaw onboard in your terminal — the onboarding wizard guides you step-by-step through gateway setup, channel configuration, and skill installation. It’s the recommended path for new users.
Step 5 — Run the Diagnostics
Always run openclaw doctor after installation. This command surfaces misconfigured settings, missing dependencies, and risky DM policy configurations before they cause silent failures. Fixing issues at this stage saves hours of debugging later.
Step 6 — Start the Gateway
Start the gateway with pnpm gateway:watch for development (auto-reloads on changes) or configure it as a daemon using PM2 for always-on production deployment. PM2 ensures the gateway automatically restarts after crashes or system reboots.
Step 7 — Connect Your First Channel
Connect a messaging channel through the dashboard or CLI. For Telegram, create a bot through @BotFather, copy the token, and pair it through the OpenClaw interface. Once connected, you can interact with your agent from any device where you use that platform.
Advantages and Disadvantages of OpenClaw
The Case For OpenClaw
The privacy argument is the strongest one. Your data, sessions, and credentials never leave your hardware. For anyone handling sensitive personal or professional information, that’s not a feature — it’s a requirement. Local-first deployment also eliminates recurring API gateway costs over time.
The multi-channel approach is genuinely elegant. Most AI tools force you into their interface. OpenClaw meets you where you already are — your existing messaging apps. That reduces friction to nearly zero for daily use.
The model-agnostic design future-proofs your setup. When a better model launches, you switch providers in your config file. You’re not locked into one company’s product roadmap.
The extensibility through ClawHub skills and the open-source nature mean the community continuously expands what OpenClaw can do. Over 700 skills are available, and building custom skills in Markdown is accessible even for non-developers.
The Honest Downsides
OpenClaw is what I’d call a Sharp Knife Tool — powerful and precise, but unforgiving of mistakes. It requires comfortable familiarity with the command line, JSON configuration files, and basic server management concepts. If you’ve never used a terminal, this is not where you start.
Security demands active management. The critical CVE-2026-25253 Remote Code Execution vulnerability exposed unpatched deployments in early 2026. Always run openclaw update --force followed by openclaw security audit to verify your installation is patched and hardened. Skill permissions deserve scrutiny — a skill requesting shell execution access outside your workspace is a red flag worth taking seriously.
Hardware costs are real. A capable, always-on mini PC costs $400–700. That’s a one-time cost that pays back against subscription services over time, but the upfront investment is higher than cloud alternatives.
Foundation governance is still evolving. The non-profit foundation Steinberger announced has not yet published full governance documents as of April 2026. For teams evaluating long-term enterprise use, that’s a legitimate uncertainty to factor in.
OpenClaw Hardware Recommendations: Buying Guide by Budget
Let me translate all of this into concrete purchase recommendations organized by budget and use case. These reflect actual performance data from the community and hardware specifications verified as of April 2026.
Under $250 — Learning and Testing Only
The Intel N100 Mini PC (approximately $150–250) works as an entry point for learning the OpenClaw CLI, testing workflows, and API integration testing. Four efficient cores at 3.4GHz, 16GB RAM, and a 512GB SSD handle single-agent, cloud-API-only setups at low power draw. Don’t use this for browser automation or local inference.
The Raspberry Pi 5 (8GB) at approximately $80 is viable for Tier 1 personal use with strict resource discipline. Great for experimenting with the framework before committing to dedicated hardware.
$300–$500 — Single Agent, Serious Use
The Beelink MINI S13 (approximately $300–400, Intel i5-1235U, 12 threads, 16GB RAM, 500GB NVMe) handles single-agent deployments with cloud APIs reliably. A solid everyday choice if you don’t need local inference.
The GMKtec G3 Plus (approximately $300–400, 12 threads, 16GB RAM, 512GB NVMe) offers an upgrade path for light multi-agent testing. Good value for the price if you plan to grow into the platform gradually.
$480–$680 — Production-Grade Single or Multi-Agent
The GEEKOM A5 2025 (AMD Ryzen 5 7430U) is the community’s most recommended all-around choice. At 16GB RAM for approximately $480–580, it handles single-agent plus browser automation. Furthermore, at 32GB for approximately $545, it’s the go-to for 2–3 concurrent agents. And at 64GB for approximately $680, it offers maximum future-proofing for local model experimentation.
The Mac Mini M4 (16GB, approximately $599) deserves special consideration. Its unified memory architecture eliminates CPU-GPU memory transfer bottlenecks. Developers consistently report running 8 simultaneous OpenClaw agents with zero thermal throttling. If you’re already in the Apple ecosystem, this is the clear recommendation.
$650+ — Local Inference and Heavy Workloads
The ACEMAGIC F5A (AMD Ryzen AI 9 HX 370, 50 TOPS dedicated NPU, approximately $650) is purpose-built for always-on local model inference. The NPU handles LLM computation independently, keeping primary CPU cores available for other tasks. The OCuLink port enables connection to external desktop GPUs without Thunderbolt bandwidth limitations — useful if you plan to train models later.
For teams running 70B+ parameter models or deploying multiple concurrent inference instances, the ACEMAGIC M1A PRO+ (AMD Ryzen AI MAX+ 395, 128GB LPDDR5x, approximately $1,200+) provides workstation-grade memory bandwidth. Unified 128GB memory allows loading 70B parameter models entirely into RAM with zero swapping.
Security Hardening: Running OpenClaw Safely
A few non-negotiable security practices should accompany every OpenClaw deployment. These are not optional considerations — they’re the difference between a useful tool and a liability.
Run the gateway under a dedicated OS user account with no access to your personal home directory. If using Docker, mount only specific folders the agent needs — read-only mounts for sensitive documents prevent deletion while still allowing the agent to learn from them. Whitelist only your own Telegram or messaging platform user ID in the config file. Use a dedicated API key with a hard daily spending limit of $5–$10.
Approach ClawHub skill installation with the same diligence you’d apply to installing npm packages in production. Review requested permissions before installing. A weather skill requesting shell execution access is a significant red flag. The OpenClaw Foundation runs automated security scans on ClawHub submissions, but community-published skills carry inherent third-party risk.
The Future of OpenClaw Hardware: An Editorial Perspective
Something interesting is happening in the mini PC market right now. Hardware manufacturers are starting to design explicitly for AI agent hosting — not gaming, not general productivity, but always-on inference. The AMD Ryzen AI NPU line, NVIDIA’s NemoClaw reference stack for DGX Spark, and Apple Silicon’s unified memory architecture all point in the same direction: dedicated, efficient, local compute for autonomous agents.
The trend I’m watching closely is what the community calls “Mobile Nodes” and “Edge AI” — deploying OpenClaw not on a desktop mini PC but on compact ARM devices optimized for battery-backed, always-on operation. As LLM quantization techniques improve, 7B models will become genuinely viable on $200 hardware. That changes the access equation entirely.
My honest opinion: if you value data sovereignty and want to automate meaningful parts of your digital life, OpenClaw is the most capable self-hosted option available in April 2026. But it’s not for everyone. It rewards people who enjoy understanding how their tools work. If you want something that just works out of the box with zero configuration, this isn’t your tool. If you want control, transparency, and the ability to run a genuinely intelligent agent without sending your data to someone else’s server, OpenClaw is worth every hour of setup time.
Frequently Asked Questions About OpenClaw Hardware Requirements
What is the absolute minimum hardware to run OpenClaw?
OpenClaw requires a minimum of 2 CPU cores, 4GB RAM, and 10GB of SSD storage. You also need Node.js version 22 or higher. These specs support basic single-agent text operations only. They don’t leave sufficient headroom for browser automation, local LLMs, or sustained multi-task workflows.
Can I run OpenClaw on a Raspberry Pi?
Yes. The Raspberry Pi 5 with 8GB RAM handles Tier 1 deployments — single agent, cloud API calls only, no browser automation. ARM64 architecture is fully supported. Add a 2GB swap file for additional stability on lower-RAM Pi configurations.
Does OpenClaw work on Windows?
Yes, but only through WSL2 (Windows Subsystem for Linux). Ubuntu is the recommended WSL2 distribution. Configure WSL2 memory allocation via the .wslconfig file in your user profile directory. Native Windows execution is not supported.
How much RAM do I need to run a local LLM with OpenClaw?
16GB is the absolute minimum for running an 8B parameter model quantized to 4-bit precision. 32GB is the realistic baseline for responsive performance. A 70B parameter model requires 64–128GB of RAM to run without swapping.
What is the best mini PC for OpenClaw in 2026?
For most users, the GEEKOM A5 2025 with 32GB RAM (approximately $545) offers the best balance of capability, cost, and upgrade path. For Apple ecosystem users, the Mac Mini M4 with 16GB RAM (approximately $599) provides exceptional multi-agent performance. And for local inference workloads, the ACEMAGIC F5A with its dedicated NPU handles continuous AI computation most efficiently.
Can I run OpenClaw on a VPS without dedicated hardware?
Yes. A DigitalOcean $24/month droplet (4GB RAM) or a Hetzner CX43 ($13–14/month) handles two agents reliably. For four or more agents, move to 16GB instances or split across multiple servers. Be aware that monthly VPS costs often exceed the one-time cost of a dedicated mini PC over 12–18 months.
What is the recommended Node.js version for OpenClaw?
Node.js 22 or higher is required. Earlier versions, including Node 18 LTS and Node 20, cause installation failures and runtime errors. Always install Node 22 before attempting to install OpenClaw.
How do I verify my OpenClaw installation is configured correctly?
Run OpenCLAW Doctor immediately after installation. This command surfaces misconfigured settings, missing dependencies, and security policy issues. Run it again after any major update to confirm the installation remains healthy.
What storage type does OpenClaw require?
SSD is essential — HDD storage creates I/O bottlenecks during model loading, log writing, and session persistence. NVMe SSDs reduce model load times by approximately 40% compared to SATA SSDs. Plan for at least 20–50GB of dedicated storage, more if you enable verbose logging or run multiple agents simultaneously.
Is OpenClaw free to use?
Yes. OpenClaw is fully open-source under the MIT license. The framework itself is free. You’ll pay for the AI model API calls (typically $0.50–$2.00 per 100 tasks using Claude Sonnet) and any hardware or VPS hosting costs you choose to incur. Running local models through Ollama eliminates ongoing API costs entirely.
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