When an LLM doesn’t convert the embedding vector back to natural language text.
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Tareq Fadel
5.8K posts
Tareq Fadel
@DeltaWorld
GenAI enthusiast, subject matter expert and advocate on the potential it has on humanity. e/acc @adobe
Riyadh, Saudi Arabia เข้าร่วม Haziran 2008
5.6K กำลังติดตาม1.1K ผู้ติดตาม
’ll be speaking at #LEAP26 in Riyadh this April.
Let’s explore how tech is moving Into New Worlds — and what’s next for our industry.
📅 13–16 April 2026
🎟️ app.ingo.me/q/8lbyr
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2028 Global Intelligence Crisis Report by Citrin
Christophe Barraud🛢🐳@C_Barraud
🌎 Citrini Research just dropped a provocative thesis: ⚠ We’re heading toward a “2028 Global Intelligence Crisis.” ⚠ ➡ The core idea? AI is making intelligence abundant — and the global economy isn’t built for that. Here’s the breakdown 👇 1/🧠 AI agents are removing friction everywhere. *By 2026–27: • Autonomous AI handles shopping, taxes, insurance, legal work • Commerce shifts to automated optimization • Industries built on complexity & information asymmetry collapse 2/💼 White-collar displacement accelerates. AI replaces knowledge work → Displaced professionals move down the wage ladder → Labor supply rises → Wages compress across sectors. *This spreads beyond tech. 3/🏢 SaaS & private credit are exposed. Many leveraged software deals assumed perpetual growth. But AI reduces demand for service-heavy SaaS. *Results: • Downgrades • Defaults • Risk repricing 4/🏠 Households weaken quietly. Prime borrowers still pay mortgages… But they’re tapping savings & credit. Income compression → Spending slows → Debt-to-income rises. 5/ 🔁 A negative loop forms: AI → layoffs → lower income → weaker demand → more automation → repeat. At the same time: Income stress → tighter credit → weaker wealth effect → slower economy. 6/ 🏛 Governments face structural strain. Tax systems rely on labor income. AI shifts income toward capital & compute. Less payroll tax. More pressure on safety nets. ⚠ The big idea: For 200 years, human intelligence was scarce. Now it isn’t. The report argues we’re entering a painful repricing as “intelligence premium” unwinds. Not necessarily collapse — but transition. Agree or not, the thesis is clear: AI isn’t just a tech cycle. It’s a macroeconomic restructuring event. Worth thinking about. *Link: citriniresearch.com/p/2028gic
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Congrats to @OpenAI , Peter and OpenClaw. Expect to see big things come out of this.
Sam Altman@sama
Peter Steinberger is joining OpenAI to drive the next generation of personal agents. He is a genius with a lot of amazing ideas about the future of very smart agents interacting with each other to do very useful things for people. We expect this will quickly become core to our product offerings. OpenClaw will live in a foundation as an open source project that OpenAI will continue to support. The future is going to be extremely multi-agent and it's important to us to support open source as part of that.
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On my way to Qatar. 🇶🇦. I haven’t been there since I was a child. Last time I was there was Jan ‘94.
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@scrimba Hey Scrimba team. My subscription auto renewed without myself realising. I have since cancelled it. Could I gar a refund please.
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@dc_lawrence @johnrmyers Keeps house prices high. Had they built a lot more houses, let’s say 20x, it’ll have a negative effect on house prices. A lot of the economy and people’s finances is tied up in UK property. It will be devastating in a declining house price economy for many folk.
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London currently builds one twentieth of the homes it needs. This is the root of our housing crisis, and much of Britain's economic stagnation.
@johnrmyers has written an unusual piece which doesn't just lament this failure, but proposes *politically popular* solutions for building more homes in London!
John Myers@johnrmyers
Stopping local government from gold-plating net zero requirements shows @SteveReedMP’s determination to get more homes built – but there is still more to do. New by me @unherd. unherd.com/newsroom/strip…
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Two heroes. One epic duel. This calls for a GIVEAWAY! 🎁
For your chance to win a Digital Standard edition of Assassin's Creed Shadows, simply:
👍 Like this post
⚔️ Comment either "Naoe" or "Yasuke" as the hero you think would win in a duel!
#AssassinsCreedShadows
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@NVIDIAGeForceUK GeForce Season 🎄
This year I’ve been pushing my ageing GPU way beyond its limits just to keep up with new titles, and nothing would reignite my gaming passion like a Resident Evil RTX 5090. I’d finally be able to experience the games I love the way they were meant to be played.
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❄️ #GeForceSeason of Giving ❄️
Want your chance at a custom wrapped Resident Evil Requiem GeForce RTX 5090?!
Comment “GeForce Season” below and tell us why you deserve this Holiday upgrade 🎄
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Five years in Night City.
Endless memories.
One legendary GPU.
To celebrate the anniversary, we’re giving away a custom Cyberpunk 2077 GeForce RTX 2080 Ti signed by Jensen Huang.
Comment "GeForce Season" to enter 🌆
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I’m proud to be presenting At the Microsoft Data and AI Event in Riyadh
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This is @shayne_coplan looking at what happened to him over the last few years:
- Fined $1.4M and banned from the US by regulators
- Raided by the FBI and stripped of his devices
- Turned the federal investigation into the biggest comeback in crypto history
Result: He’s now on the cover of Forbes and @Polymarket is valued at $9B after a $2B investment from the owners of the @NYSE
The ultimate "I told you so" moment
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One of the numbers hides an SAR 500 surprise 🤩
A winner will be selected at random after 48 hours.
Follow our account to be eligible to win. ✅
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@HarperSCarroll I believe the sound quality of the video got distorted on upload.
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Tareq Fadel รีทวีตแล้ว
Wild chart.
Since 10/22, the number of junior developers is in decline, while the number of mid and senior devs is growing.
I bet you can guess why.
Stats are from August 2025 research by Stanford.
Source: digitaleconomy.stanford.edu/wp-content/upl…
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@InvestingVisual In a gold rush, you make money from selling shovels and pick axes.
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$NVDA: $500B in bookings for Blackwell and Rubin chips over the next 5 quarters.
That’s >3x their current annual revenue.
My goodness🤯
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Bye Bye Dubai. You will be missed. It was a blast at #GITEX. A tiring week but exhilarating.
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