Practice the 'least viable ICS' concept: identify minimal components needed to keep plant running and operate in local/manual mode if needed.
SYSTEMS
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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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AI-RAN Enables Genuine Edge Intelligence in Networks
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AI-RAN unlocks true edge intelligence in networks
→ View original post on X — @haroldsinnott, 2026-04-11 12:16 UTC
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Tesla-SpaceX-xAI Closed Ecosystem Revolutionizes Robotics and AI
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“If Musk succeeds in what these filings suggest — Tesla cars providing the data, xAI providing the intelligence, SpaceX providing the global connectivity — the result isn't three companies. It's one closed-loop ecosystem that no single-sector competitor can replicate.”
— Robert Scoble (@Scobleizer) 11 avril 2026
My read?… https://t.co/OBrOmEJQpl"If Musk succeeds in what these filings suggest — Tesla cars providing the data, xAI providing the intelligence, SpaceX providing the global connectivity — the result isn't three companies. It's one closed-loop ecosystem that no single-sector competitor can replicate." My read? SpaceX is a few things. 1. A way to get things to space.
2. Datacenters on earth and in space. Infrastructure for building and running AIs).
3. Packet distribution from those datasets to humans and machines. (Starlink).
4. Infrastructure on moon and Mars (eventually).
5. AI to run and orchestrate robots (the brains of Optimus and some of Robotaxi network, both via Grok). Tesla is a few other things. 1. Robot manufacturing.
2. AI for enabling robots to move around the world and, coming soon, manipulate it. (Runs the body of Optimus and runs most of Robotaxi network)
3. Infrastructure to run the robots (charge, clean, and maintain them). Each of these two groups will be intertwined. Especially in Optimus. This is why I am not selling my Tesla stock. I see Optimus as part of the Robotaxi network as the most important new product introduction since the Apple II and will improve the lives of many more people than that did. I am investing in that. When Optimus gets added to the Robotaxi network it will bring "everything as a service" to all of us which dramatically changes how we will buy everything. This patent analysis shows that I need to sell something else and invest in SpaceX. Because when we talk to Robotaxi or Optimus or any other Tesla robot we will be talking to Grok. Made by SpaceX. This morning I had breakfast with a guy who worked for Amazon robotics for a decade. He couldn't find holes to poke and didn't disagree when I said I don't see a competitor in the Western World for either. This is why the SpaceX IPO will be the biggest ever. [Translated from EN to English]→ View original post on X — @scobleizer, 2026-04-11 07:15 UTC
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Hyperedges Package Multiple Elements Beyond Pairwise Graph Connections
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That's a very good question. Actually, it's not entirely about relying on relevance to connect things. The hyperedge itself packages multiple related elements into a cohesive whole, which is different from ordinary graph memory that only makes pairwise connections—the packaging
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Memory Management Tools for AI System Improvement
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How will it get good at memory management if not with tools
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Vibe coded a full dial-up TCP/IP stack for TUI OS browser
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💾 Vibe coded an entire dial-up TCP/IP stack for my TUI OS https://t.co/rltvxoEavc to get to the internet so it can now too browse the web
— @levelsio (@levelsio) 10 avril 2026
It uses the same ISP as https://t.co/RRYOCWqRQq does which is https://t.co/I1CzsNTkC5 (a real dial up provider) and then the browser routes… https://t.co/y8kClbd8ek pic.twitter.com/7Xw7Jo9PtJVibe coded an entire dial-up TCP/IP stack for my TUI OS http://
os.pieter.com to get to the internet so it can now too browse the web It uses the same ISP as http://
pieter.com does which is http://
pieter.net (a real dial up provider) and then the browser routes -
Minnesota State faces payroll crisis after Workday system launch
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Minnesota State payroll problems grew after Workday launch, auditors say https://
go.theregister.com/feed/www.there
gister.com/2026/04/08/minnesota_workday_payroll/?utm_source=dlvr.it&utm_medium=twitter
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Company conducts optimized questionnaire for consciousness upload fidelity
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No the company physically gets you to come in, sits you down and asks you a precise set of maximally informative questions specifically designed for the best upload fidelity.
