The industrial edge is getting significantly smarter. This came up at a plant visit last week. @IIoT_World @CRudinschi @agentic_factory @IotoneHQ @Softnet_Search @SmartIndustryUS
AUTOMATION
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Five Pillars of Modern AI: Integration and Governance
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This diagram nails it. Modern AI isn’t one thing — it’s 5 interacting pillars: GenAI • LLMs • RAG • Agents • Agentic systems The edge isn’t tools. It’s how you connect, control, and govern them. Miss one layer → fragile AI.
→ View original post on X — @ingliguori, 2026-04-11 17:25 UTC
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Open Standards for Managed AI Agents Architecture
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i agree there should be managed agents, i just think they should be built on open harnesses and open memory standards check out deep agents deploy:
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Human drivers feel unsafe after using autonomous Waymo vehicles
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Been taking Waymos all week. Now in a Lyft. Sitting in the back of a human-driven car is both terrifying and nauseating. There’s no way we’re gonna be allowed to do this much longer.
→ View original post on X — @scobleizer, 2026-04-11 15:22 UTC
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Claude for Word Beta: AI Integration Nails Microsoft Office Productivity
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🚨 Anthropic just made Microsoft Word cool again.
— Charly Wargnier (@DataChaz) 11 avril 2026
“Claude for Word” is officially in beta.
Now you get Claude right in your sidebar. NO MORE TAB SWITCHING 🤯
I think they completely nailed the execution on this one.
The top 4 mind-blowing features:
1. Cross-app brain
→ It… pic.twitter.com/MuWccy1TDv🚨 Anthropic just made Microsoft Word cool again. “Claude for Word” is officially in beta. Now you get Claude right in your sidebar. NO MORE TAB SWITCHING 🤯 I think they completely nailed the execution on this one. The top 4 mind-blowing features: 1. Cross-app brain → It can analyze your open Microsoft Word, Microsoft Excel, and Microsoft PowerPoint files at the same time (!) 2. Native tracked changes → It suggests edits like a human coworker, it doesn’t just overwrite your work. 3. Formatting that actually works → It respects your H1s, H2s, and even complex numbering. 4. Team skills → You can turn your best prompts into reusable tools for your whole team. IMO this is the most practical AI integration I’ve seen all year. Who’s testing this today?
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Tabletop Drills and Live Simulations for Engineering Teams
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Run tabletop drills and live simulations involving engineering, operations, maintenance, and management teams together.
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Minimal ICS Design for Plant Resilience and Manual Operations
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Practice the 'least viable ICS' concept: identify minimal components needed to keep plant running and operate in local/manual mode if needed.
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Immutable Industrial Control System Backups and Restore Testing
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Immutable backups of PLC programs, HMI configurations, and historian databases stored offline in separate physical locations.
— Lucian Fogoros (@fogoros) 11 avril 2026
Incorporate restore drills to verify fresh devices can be configured from backup.
Your backup is worthless if you can't restore under pressure. pic.twitter.com/puBdOnQFQjImmutable backups of PLC programs, HMI configurations, and historian databases stored offline in separate physical locations.
Incorporate restore drills to verify fresh devices can be configured from backup.
Your backup is worthless if you can't restore under pressure. -

Agent Harnesses and Memory as Context Architecture
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a big part of agent harnesses is how they interact with context memory is just context its therefor impossible to separate harness from memory – as @sarahwooders says, "memory isn't a plugin (it's a harness)"
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Autonomous Robot Technology Could Eliminate Dangerous High-Rise Cleaning
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This #Autonomous #Robot Could End Deadly High-Rise Cleaning Jobs
— Ronald van Loon (@Ronald_vanLoon) 11 avril 2026
by @lukas_m_ziegler#Robotics #Engineering #Innovation #Technology pic.twitter.com/pxKE4GY9tDThis #Autonomous #Robot Could End Deadly High-Rise Cleaning Jobs by @lukas_m_ziegler #Robotics #Engineering #Innovation #Technology
→ View original post on X — @ronald_vanloon, 2026-04-11 13:11 UTC