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UBTECH 1000. The robot has rolled off the production line. Mass production of the robots is starting in China.
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Google DeepMind CEO Demis Hassabis: AGI will be 10x bigger than the industrial revolution and 10x faster.
To reiterate: I think we will see the first significant changes in many scientific fields in 2026.
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To reiterate: I think we will see the first significant changes in many scientific fields in 2026.
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Google Research just dropped the textbook killer.
Its called "Learn Your Way" and it uses LearnLM to transform any PDF into 5 personalized learning formats. Students using it scored 78% vs 67% on retention tests.
The education revolution is here.
https://learnyourway.withgoogle.com
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Its called "Learn Your Way" and it uses LearnLM to transform any PDF into 5 personalized learning formats. Students using it scored 78% vs 67% on retention tests.
The education revolution is here.
https://learnyourway.withgoogle.com
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No application.
No tuition.
No “elite access”.
Stanford released its actual AI/ML curriculum on YouTube. Not a PR-friendly intro. Not “AI for the public”.
This is the real thing. The same lectures shaping people working on frontier models.
What just became public:
Deep Learning (CS230)
Transformers & LLMs (CME295)
Language Models from Scratch (CS336)
ML from Human Feedback (CS329H)
Computer Vision (CS231N)
LLM Evaluation & Scaling
The uncomfortable truth:
The degree isn’t the scarce asset anymore. Execution speed is. Top schools know this. That’s why they’re publishing the playbook.
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Porcospino Flex: A bio-inspired single-track robot built to squeeze and grip through confined spaces
Two things stand out in particular: For the development of robotics, it is essential to look to the animal kingdom for inspiration. Creativity is crucial for discovering new use cases.
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Two things stand out in particular: For the development of robotics, it is essential to look to the animal kingdom for inspiration. Creativity is crucial for discovering new use cases.
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Satya Nadella revealed Bill Gates saw the intial $1B OpenAI bet as burning cash.
Microsoft made the move anyway, knowing it was high-risk, with no guarantee of upside.
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Microsoft made the move anyway, knowing it was high-risk, with no guarantee of upside.
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Fully autonomous combat robots patrolling the war in Ukraine. War is terrible, but war is now being fought with AI and robotics.
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He says in his 20s all he wanted to do was write programs, all the way through college and grad school, and that this is what built his career.
But now, every single thing he learned back then can be done by AI. "Each and every one of you has a supercomputer and superprogrammer in your pocket."
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Trump: "We're gonna need the help of robots and other forms of ... I guess you could say employment. We're gonna be employing a lot of artificial things."
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"The bottom line: Everyone gets paid. A lot." Most Groq shareholders get per-share distributions tied to that valuation, with about 85% paid up front, 10% in mid-2026, and the rest by end-2026. About 90% of Groq employees are expected to join Nvidia and get cash for vested shares, plus Nvidia stock for unvested value that vests over time.
Around 50 people reportedly get full acceleration, meaning their whole stock package gets paid out in cash right away. Employees who stay at Groq still get paid for vested shares and also get a package that keeps them economically tied to the ongoing standalone company.
Anyone with under 1 year of tenure is said to have the vesting cliff removed so they still receive some liquidity. Groq had raised about $3.3B since 2016, including $750M at nearly a $7B post-money valuation, and it had never run a secondary tender.
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Sam Altman says OpenAI’s models are “beginning to find critical vulnerabilities,” so OpenAI is hiring a $555,000 Head of Preparedness to tighten how it tests and ships agentic systems.
The job listing says the role runs OpenAI’s Preparedness Framework, building capability evaluations, threat models, and mitigations for cybersecurity, biosecurity, and AI self-improvement.
OpenAI has earlier warned that frontier models could enable 0-day remote exploits, and recently Anthropic reported a China-linked campaign using Claude Code against about 30 targets with 80%-90% automation, so “advisor” models are starting to look like operators.
https://openai.com/careers/head-of-preparedness-san-francisco/
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The job listing says the role runs OpenAI’s Preparedness Framework, building capability evaluations, threat models, and mitigations for cybersecurity, biosecurity, and AI self-improvement.
OpenAI has earlier warned that frontier models could enable 0-day remote exploits, and recently Anthropic reported a China-linked campaign using Claude Code against about 30 targets with 80%-90% automation, so “advisor” models are starting to look like operators.
https://openai.com/careers/head-of-preparedness-san-francisco/
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Morgan Stanley research projects a 44 gigawatt power gap, that current grids and construction plans cannot fill. US data centers are expected to need 69 gigawatts of power between 2025 and 2028, but only 10 gigawatts are coming from projects with their own power and 15 gigawatts from spare grid capacity, leaving a 44 gigawatt shortfall.
That 44 gigawatts is roughly the output of 44 nuclear power plants and with $60B per gigawatt capex needed. Multiplying that by the 44 gigawatt gap gives about $2.6T just for new power generation and grid upgrades, and this does not include another roughly $2T needed to actually build the data centers that will use that electricity.
So the full bill to close this near term gap is on the order of $4.6T
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Colossus2 is a Tennessee and Mississippi buildout that is already pushing past 400MW and aiming for about 2GW at 1 site, including outside power generation equipment to move faster than normal utility timelines.
Musk has ealier also claimed about 230,000 GPUs are already training Grok while targeting 50M “H100-equivalent” GPUs within 5 years.
Using Nvidia’s “up to 700W” H100 SXM spec, 50M H100-equivalents would be about 35GW just for GPUs.
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In Atlanta, a police officer on an evening patrol encountered a robot dog that calmly informed her it was patrolling the neighborhood. The voice came with a distinct Indian accent, suggesting the robot was being remotely operated by an overseas worker.
The most likely explanation is that private security firms are outsourcing robot monitoring and control to operators in India, turning autonomous-looking patrols into a form of global remote labor rather than fully independent AI.
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Fully autonomous PHYBOT C1 playing badminton against humans
This is so much more impressive than another robot doing martial arts.
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This is so much more impressive than another robot doing martial arts.
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IT equipment and software investment now reflects a record 4.5% of GDP. This surpasses the previous peak seen in Q4 2000, now up +1.5 percentage points since Q3 2023.
Since Q3 2023, IT equipment and software investment has risen +$288 billion, or +26%, to a record $1.39 trillion. Since Q1 2020, AI-related investment has surged +$545 billion, or +64%.
AI is becoming the backbone of US economic growth.
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1. Use Claude Code, Rork, Vibecode app etc to get the first mobile MVP live the same day the idea forms
2. Use Claude Code to tighten logic, handle edge cases, and make behavior predictable
3. Design the core interaction so it fits inside a 10-second screen recording from day one (this is key and is the new "lean startup")
4. Study top short-form videos in your category and write down the first 3 seconds of each
5. Build demos around the hook rather than the feature list (mindset shift)
6. Record simple demos straight from the simulator or device and post them as is
7. Treat short-form video as a live feedback channel (v important)
8. Test multiple hooks for the same app before touching the code
9. Watch where people pause, replay, or comment “wait what” to see what matters (in analytics)
10. Screenshot comments that explain the product clearly and reuse that language
11. Paste comments into Claude Code and ask it to cluster feedback into concrete product changes
12. Ship the smallest change that makes the demo clearer
13. Use Claude Code to push those changes fast and re-record the demo the same day (can be founder led or find someone or ai avatar)
14. Repeat this loop daily until the app explains itself without narration
15. Let the demo become the distribution engine. This is your north star.
16. Add a paywall once curiosity appears to test willingness to pay
17. Add a one-question or short quiz in onboarding to create investment early
18. Use quiz answers to personalize the first output so it feels made for the user
19. Show the result immediately after onboarding to reinforce that the input mattered
20. Surface one clear “this is why this matters” insight right after first use
21. Save the first output so users feel ownership and return to it
22. Ask for one small follow-up action after value appears to deepen commitment
23. Turn common onboarding answers into new demo angles for content
24. Highlight progress or change over time with a simple before-and-after view
25. Trigger reengagement when the output meaningfully changes
26. Let users export or share their result in a way that preserves context (and that helps drive virality)
27. Continuously improve onboarding copy with Claude Code based on what converts
28. Lock in the hook when people start explaining the app to each other
29. Increase posting volume after the format proves consistent. Keep experimenting
30. Shape the product around what performs on video
31. TLDR: Ship → demo → observe reactions → tighten the loop → charge → repeat until momentum compounds
32. PMF incoming (hopefully). Take dividends, reinvest in new apps (buy or build) or raise VC if you fancy that.
33. You just built a mobile app with AI.
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China's Five-Year Plans are strategic documents of the Chinese Communist Party that outline economic and social development over a five-year period. The current 14th Plan (2021-2025) focuses on the "dual circulation" strategy (domestic and foreign trade), while the upcoming 15th Plan (2026-2030), currently being drafted, will place a stronger emphasis on high-quality growth and technological independence (semiconductors, AI).
"[Chinas 2026 campaign] is to diffuse machine intelligence throughout the economy in 2026, and to add ai to existing workflows, will be called “ai+”. The government is already drawing up an “ai+ Energy” plan to manage the electrical grid."
The Economist writes:
"Officials envisage a three-stage roll-out of ai over the next decade. First, they aim for ai to be widely used in six areas by 2027, namely research, industrial processes, consumer products, health care and education, digital government and technology exports. Second, by 2030, they expect ai to be as widespread as electricity or the internet, and a big driver of economic growth. Finally, China will become an “intelligent society” by 2035, by which time ai is expected to have reshaped culture and human interaction, just as the internet did."
China will integrate AI into all social relationships and organizational processes, thereby attempting to achieve economic development and prosperity.
Source.
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