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Man-Computer SymbiosisIn 1960, a scientist named J.C.R. Licklider wrote a paper describing something that sounds exactly...
19/07/2026

Man-Computer Symbiosis

In 1960, a scientist named J.C.R. Licklider wrote a paper describing something that sounds exactly like how we work with AI today. He called it "Man-Computer Symbiosis."

No large language models existed. No internet, even in prototype form. Just Licklider, arguing that humans and computers should work like a fig tree and the one wasp that pollinates it — two completely different "organisms," tightly coupled, each doing what only it can do.

He predicted networked computer hubs shared by many users, decades before "the cloud" was a term anyone used. He tracked his own workweek and found 85% of his "thinking" time was actually just clerical busywork — searching, calculating, plotting — and argued machines should absorb that, freeing humans for the 15% that actually needs a human mind.

Sound familiar?

Swipe through — we broke down his 8 biggest ideas and defined every term, so you don't need a computer science background to get it.

This is the paper that basically called the shot on the last 65 years of computing. Worth 5 minutes.

Source: J.C.R. Licklider, "Man-Computer Symbiosis," IRE Transactions on Human Factors in Electronics, March 1960.

Building the human-AI partnership Licklider imagined is literally what we do.
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Mark Zuckerberg just committed $115 million to train plumbers, welders, and electricians. Not engineers. Not coders. Tra...
17/07/2026

Mark Zuckerberg just committed $115 million to train plumbers, welders, and electricians. Not engineers. Not coders. Tradespeople. Here's why that's actually the smartest AI move of 2026. 👇

Meta just launched America's Workforce Academy — a free training program for data center technicians, electricians, plumbers, welders, fiber installers, and heavy equipment operators.

Here's what makes it different from every other corporate "training initiative":
Students are paid while they learn. They take on zero debt. They receive an industry-recognised credential when they finish. And they get a guaranteed job offer from one of Meta's contractors before the program even starts.

The first pilot locations are Louisiana, Ohio, Indiana, and Texas — all states where Meta has active data center construction projects running right now.

This isn't charity. It's strategy.

Meta's previous program, Level Up — a fiber installation training initiative — drew 35,000 applications for just a few thousand spots. The demand is real. The supply isn't.

And the reason Zuckerberg is doing this himself is because every AI company on earth is hitting the same wall: you can train the model, you can buy the chips, but you cannot run a data center without people who can pour concrete, pull fiber, and connect power lines.

McKinsey estimates global data center investment will hit $7 trillion by 2030. Every single dollar of that requires a human being doing physical work.

The AI revolution runs on tradespeople. Most people haven't figured that out yet.

The companies that solve the physical infrastructure problem first will win the AI race — not just the ones with the best models.

Save this. Share it with someone who thinks AI is only a software story. 👇
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Microsoft analyzed 200,000 anonymized Bing Copilot conversations to understand how AI is being used in real workplaces t...
17/07/2026

Microsoft analyzed 200,000 anonymized Bing Copilot conversations to understand how AI is being used in real workplaces today.

The research found the strongest adoption in writing, research, translation, teaching, and communication. Meanwhile, jobs that rely on physical work in unpredictable environments showed much lower AI use.

The key takeaway isn't which jobs will disappear.

It's where AI is already helping people work faster, think better, and get more done.

Google's AI email settings are going viral for all the wrong reasons.People online are claiming Gmail now scans private ...
16/07/2026

Google's AI email settings are going viral for all the wrong reasons.

People online are claiming Gmail now scans private emails, bank records, tax files, and medical documents. The real story is more nuanced — Google says Gmail content isn't used to train Gemini, but "smart features" can still process your content to power summaries, smart replies, and personalization.

So the real question isn't "is Google training AI on my inbox." It's how much of your inbox you're comfortable letting AI features analyze in the first place.

We broke down all 7 places this setting actually lives — most guides only cover 2 of them, and if you run a business account, #7 matters more than you'd think.

Swipe through and see how many you've actually turned off.

Sources:
support.google.com/mail/answer/15604322
myactivity.google.com/product/gemini
myadcenter.google.com

Need a team that thinks this carefully about the products they build? That's SOTS Network.
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14/07/2026

What dobwe expect in the WORLD OF AGI?

Steven Bartlett SOTS Network

12/07/2026

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12/07/2026

Google isn't the only place your next customer is searching anymore.

Millions of people now ask ChatGPT, Claude, and Gemini questions like:

"Who should I hire?" "What's the best software?" "Which agency should I trust?"

If your business isn't showing up in those answers, you're invisible to a growing audience.

The new challenge isn't only ranking no_1 on Google.

It's becoming the answer AI recommends.

Businesses that understand this shift early will have a significant advantage as AI becomes a primary way people discover products and services.

Watch the full interview with Hannah Hammond & Tony Giordano on YouTube to learn how AI is reshaping customer discovery and what you can do about it.

11/07/2026

Duolingo is cooked 💀

GPT Live fixes your grammar while you speak.

OpenAI showed how ChatGPT can act like a real language tutor by correcting mistakes during natural conversations instead of waiting until the end.

As AI becomes more conversational, language learning starts to feel less like using an app and more like talking to a patient teacher.

10/07/2026

So you're telling me all eyes are on GPT-5.6

And Cognition just quietly dropped SWE-1.7

- scores near the strongest frontier models
- fraction of the cost
- 1000 tok/s
- free for a month

nobody saw this coming

10/07/2026

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