True, I need to get better data of the year of last remodel, not the build year
AUTOMATION
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ChatGPT reads chaos: AI transforms factory data intelligence
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Cybus CEO Peter Sorowka photographed his daughter's chaotic homework.
— Lucian Fogoros (@fogoros) 23 avril 2026
Told ChatGPT "explain this" – no context, no cleanup. It worked perfectly.
If AI can read kid chaos, your factory data is easy. Partner content with Cybus. #cybus_iiot #HM26 pic.twitter.com/z1LwKzxrx8Cybus CEO Peter Sorowka photographed his daughter's chaotic homework.
Told ChatGPT "explain this" – no context, no cleanup. It worked perfectly.
If AI can read kid chaos, your factory data is easy. Partner content with Cybus. #cybus_iiot #HM26 -

Robotics Meetup Berlin: Deep Tech Week with Autonomous Machines
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We are co-organizing a robotics meetup in Berlin! On Day 1 of @deeptechweek Berlin! We will machines on site that demo Eg the VOLTRAC Thor. A fully autonomous tractor – it lifts 4 tons & drag 8 tons. A beast of a machine. Join if you like food & robots!
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Hermes: AI-Powered Content Distribution Engine for Builders
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Let's be honest: builders know how to code… but marketing is a completely different beast. Now, y'all have a 24/7 content engine doing all the heavy lifting. You ship features, Hermes ships distribution 😉 Try it here → https://
higgsfield.ai/marketing-stud
io
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AI Video Generator Creates 500+ Viral Ads Natively
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Before today, founders had 2 bad ad options:
— Charly Wargnier (@DataChaz) 23 avril 2026
Pay $500 on Fiverr or.. watch AI melt their app's UI 😅
Here's the new workflow:
→ Drop a link
→ Hermes does the research
→ Scrapes Meta/TikTok for winning hooks
→ Higgsfield generates up to 500+ viral videos.
all NATIVELY 🔥 pic.twitter.com/428tlBtrsUBefore today, founders had 2 bad ad options: Pay $500 on Fiverr or.. watch AI melt their app's UI Here's the new workflow: → Drop a link
→ Hermes does the research
→ Scrapes Meta/TikTok for winning hooks → Higgsfield generates up to 500+ viral videos. all NATIVELY -
AI Marketing Studio Solves Product Distribution Problem
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🚨 @levelsio shipped 70+ projects.
— Charly Wargnier (@DataChaz) 23 avril 2026
Only 7 make real money today.
The rest didn't die on code, they died on distribution.
That massive bottleneck just got CRUSHED by @Higgsfield's new Marketing Studio.
YESSS!! Powered by @NousResearch's Hermes Agent 🤯
Why it's awesome 🧵↓ pic.twitter.com/8QWIsPmxx0@levelsio shipped 70+ projects. Only 7 make real money today. The rest didn't die on code, they died on distribution. That massive bottleneck just got CRUSHED by @Higgsfield
's new Marketing Studio. YESSS!! Powered by @NousResearch
's Hermes Agent Why it's awesome ↓ -
A robot beats professional table tennis players
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Un robot vient de battre des joueurs de tennis de table professionnels. Publié aujourd'hui en couverture de Nature.
— VISION IA (@vision_ia) 23 avril 2026
Ace, développé par Sony AI, est le premier système autonome de l'histoire à atteindre un niveau expert dans un sport physique compétitif.
Les résultats :
→ 3… pic.twitter.com/ymdcdOHMLNA robot has just beaten professional table tennis players. Published today on the cover of Nature. Ace, developed by Sony AI, is the first autonomous system in history to reach an expert level in a competitive physical sport. The results:
→ 3 wins out of 5 against elite -

Workspace Agents Transform Team AI From Individual to Shared
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看下来我觉得关键词不是 agent,是 shared。
— 艾略特 (@elliotchen100) 23 avril 2026
过去两年的 copilot 其实都是单机版,每个员工桌上一个。workspace agent 第一次把 AI 放进了团队工作流的中间,不再是侧边栏,而是传送带上的一节。
Sales 链路最能看出差别。
SDR 约到会,要把背景甩给 AE;AE 开完会再把 action items 丢给… https://t.co/hC3IDtbg3fLooking at it, I think the key term isn't "agent," but "shared." The copilots over the past two years have actually all been single-machine versions—one on each employee's desk. The workspace agent is the first to place AI right in the middle of team workflows, no longer as a
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OpenAI Workspace Agents Shift AI From Assistant to Executor
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What if AI didn’t just help you… but actually did the work?
— Harold Sinnott 📱 (@HaroldSinnott) 23 avril 2026
That’s the direction @OpenAI and @ChatGPT are heading with workspace agents.
Less prompting. More outcomes. pic.twitter.com/oBARjWEsu6 https://t.co/9I4f4x0UxhWhat if AI didn’t just help you… but actually did the work? That’s the direction @OpenAI and @ChatGPT are heading with workspace agents. Less prompting. More outcomes.
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Agent Governance: Five-Layer Stack for Production AI
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Agent Governance is no so talked about but super important topic for running AI Agents in production. Check out my article covering 5 layers of agent governance stack.