Researchers have built a system where neural networks can effectively breed. Instead of using gradient descent to train one model from the top down, the system starts with a population of randomly initialized neural networks and lets evolution do the work.
Models with complementary strengths are paired together. Their parameters are then combined through a crossover process, producing a new βoffspringβ network that inherits traits from both parents. The offspring compete for survival based on a fitness function. Better-performing models survive and reproduce, while weaker ones are removed.
The system can evolve increasingly capable neural networks across generations without a single step of gradient descent. Itβs essentially natural selection applied to AI, random networks, competition, reproduction, inheritance and mutation replacing the traditional training pipeline.
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According to TIME, President Trump spent hours using Grok during a private Oval Office meeting with Elon Musk in December 2025, asking the AI questions about his presidency, legacy and major world events.
One question reportedly involved what might happen in Venezuela if the U.S. captured NicolΓ‘s Maduro. Grok predicted that many Venezuelans would celebrate his downfall. Maduro was captured the following month, followed by celebrations in the streets.
And Grokβs role in government is going beyond Trump.
At the September 29 launch of America.gov, Trump mentioned Grok as one of the AI systems helping Americans navigate federal information and services, alongside Googleβs Gemini.
The Department of War has also deployed a secure version of Grok for personnel through GenAI.mil, while the Department of Agriculture plans to make it available internally.
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Some Hong Kong users are reporting that Claude accounts theyβve used through VPNs for months are suddenly being suspended for βsuspicious signals.β
One user reportedly used NordVPN for around six months before getting flagged. Others are now trying Singapore VPN servers and foreign payment methods to maintain access.
The reason? Hong Kong still isnβt officially supported by Anthropic, while Singapore and Taiwan are.
Anthropic says Claude uses IP addresses and other signals to determine a userβs country or region for terms enforcement. The location check is mandatory and canβt be disabled.
So apparently, using Claude from an unsupported region isnβt just a matter of picking a VPN server anymore. Anthropic appears to be getting much better at detecting it.
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Interesting blog
"Meta may be one of the very few companies that can monetize a personal agent through advertising without ever showing an ad inside the agent itself. "
Meta acknowledges that Muse appears as your own activity when it browses, so a merchant site it visits for you might use that visit to show you an ad on Instagram.
meta
That lets Meta keep ads out of Muse while still collecting commercial intent signals for its feeds, a loop few rivals can copy without both merchant tracking tags and a vast owned ad surface.
Instead of in-agent ads, Zuckerberg has promised to fund Muse's free tier with a small transaction fee, reportedly paid by merchants rather than purchasers, whose size Meta still hasn't disclosed.
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"Meta may be one of the very few companies that can monetize a personal agent through advertising without ever showing an ad inside the agent itself. "
Meta acknowledges that Muse appears as your own activity when it browses, so a merchant site it visits for you might use that visit to show you an ad on Instagram.
meta
That lets Meta keep ads out of Muse while still collecting commercial intent signals for its feeds, a loop few rivals can copy without both merchant tracking tags and a vast owned ad surface.
Instead of in-agent ads, Zuckerberg has promised to fund Muse's free tier with a small transaction fee, reportedly paid by merchants rather than purchasers, whose size Meta still hasn't disclosed.
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The operators copied encrypted reasoning from one conversation and asked a model in another conversation to decrypt it, OpenAI says.
At its peak in late July, the campaign sent about 16,000 requests from more than 4,000 accounts before OpenAI shut it down.
It comes weeks after Anthropic accused Moonshot of routing its users' requests through Claude to train its own models.
Moonshot has not yet responded.
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βIt took the widespread evolution of the 100 billion people that have ever lived to produce you.β
βThe fair comparison is how much energy ChatGPT uses to answer a question once the model is trained versus a human.β
βAI has probably already caught up on an energy-efficiency basis measured that way.β
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Apple is introducing additional safeguards around Full Disk Access after tech writer Jason Aten reported that Metaβs Muse AI agent synced more than 187,000 rows from his Apple Messages database despite him saying he never gave Muse permission to access his messages.
Muse reportedly told Aten it had only seen incoming notification banners.
Meta disputes the allegation, saying Muse cannot access Messages without explicit permission.
Apple says the incident highlights a growing problem with AI agents: once theyβre given broad system permissions, they may be able to access files, emails, messages and browsing history.
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Eric Schmidt explains why a mutual pause of the AI race is impossible:
US incentives will not stop, a local lab or China can cheat, and a UN check cannot read code that computers wrote or outrun US and Chinese labs.
it cannot be verified. Inspectors would have to enter secret laboratories, including military laboratories, and review the full code base.
That code is written by computers, so no human team can read it line by line.
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US incentives will not stop, a local lab or China can cheat, and a UN check cannot read code that computers wrote or outrun US and Chinese labs.
it cannot be verified. Inspectors would have to enter secret laboratories, including military laboratories, and review the full code base.
That code is written by computers, so no human team can read it line by line.
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He will lead cyber and strategic risk on OpenAI's national security policy team per The Information. He arrives from the office that drafted Trump's June executive order on AI.
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AIs are rapidly becoming superhuman at hacking. We must grapple with the possibility that AIs might go to great lengths to cover up evidence of their misbehavior, and succeed.
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Googleβs first orbital AI-chip experiment is now in space and the company says it has established contact and the system is operating as expected.
Launched October 1 aboard SpaceXβs Falcon 9 Transporter-18, the prototype carries four Trillium TPUs and is running Gemini inference in roughly 15-minute bursts. It then shuts down so its radiators can dump the accumulated heat into space.
The experiment is testing a very different kind of AI infrastructure. There are no fans or air cooling: heat travels through thermal materials and heat pipes before being radiated into space. The satellite also has to deal with radiation, where Googleβs testing found the HBM memory was more vulnerable than the TPU itself.
And this is only the beginning. Google plans two more satellites in 2027 to test high-bandwidth laser links between spacecraft, with a longer-term vision of tightly packed orbital clusters containing dozens of TPUs per satellite.
One research concept models an 81-satellite cluster within roughly a 1-km radius, while the broader program has discussed eventually scaling to around 10,000 satellites for a 1 GW orbital AI cluster.
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