Technology
Chinese tech firm shares robot training secrets with the world
AgiBot, a pioneering Chinese artificial intelligence and robotics company, has introduced a transformative open-source dataset called AgiBot World Alpha.
This comprehensive collection represents a significant milestone in humanoid robot training, capturing intricate data from over 100 robots across diverse real-world scenarios.
By providing an unprecedented window into robotic movement and interaction, AgiBot has created a multidimensional resource that promises to reshape our understanding of robotic learning and adaptation.
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Humanoid robot training (AgiBot)
The comprehensive dataset
The AgiBot World Alpha dataset is more than a simple data collection. Researchers and developers can now access an extensive repository containing over 1 million robotic movement trajectories. The dataset spans multiple industries, including home environments, restaurants, industrial settings, offices and supermarkets, providing unprecedented diversity in robotic training scenarios.
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Humanoid robot training (AgiBot)
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Addressing critical challenges in robotics training
Historically, robotics training has been constrained by limited real-world data and controlled environments. AgiBot’s dataset addresses this fundamental challenge by offering comprehensive, authentic scenario representations. The collection includes complex movements such as fine-grained manipulation, sophisticated tool usage and advanced multi-robot collaboration techniques.
Humanoid robot training (AgiBot)
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Technological innovations and hardware capabilities
AgiBot has integrated cutting-edge technological components to capture high-quality data. The dataset leverages array-based visual tactile sensors, durable six-degree-of-freedom hands and mobile dual-arm robotic systems. These advanced hardware configurations enable researchers to explore nuanced robotic learning methodologies.
Humanoid robot training (AgiBot)
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Accessibility and licensing
The dataset is strategically hosted on GitHub and Hugging Face, ensuring broad accessibility for researchers and developers. However, the Creative Commons CC BY-NC-SA 4.0 license restricts usage to academic and research purposes, preventing commercial applications.
Humanoid robot training (AgiBot)
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Future development roadmap
AgiBot has outlined an ambitious future development strategy. Planned releases include AgiBot World Beta, expected in early 2025, which aims to expand the dataset to approximately one million high-quality robotic trajectories. The company also anticipates launching the AgiBot World Colosseum platform and a potential global robotics challenge.
Humanoid robot training (AgiBot)
Potential industry impact
The release of AgiBot World Alpha could fundamentally transform robotics research and development. By providing authentic, diverse training data, the dataset enables more sophisticated approaches to:
- Contact-rich manipulation techniques
- Advanced long-horizon planning strategies
- Complex multi-robot collaborative interactions
Humanoid robot training (AgiBot)
Technological and philosophical implications
Generative AI has dramatically accelerated robotics development, allowing more intelligent software capable of understanding contextual scenarios. AgiBot’s dataset represents a critical step in creating more adaptable, intelligent robotic systems that can process and respond to diverse environmental challenges.
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Humanoid robot training in factory setting (AgiBot)
Kurt’s key takeaways
By providing a comprehensive, open-source dataset that spans multiple industries and scenarios, AgiBot has made advanced robotic learning very accessible. This means that instead of expensive, exclusive research being limited to a few well-funded labs, now more people can contribute to and learn from cutting-edge robotic data. As we look to the future, this dataset stands as a collaborative innovation, promising to bridge the gap between theoretical robotics and practical, context-aware artificial intelligence.
Do you trust a Chinese AI robotics company with open access to advanced robotic learning data? Let us know what you think by writing us at Cyberguy.com/Contact.
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Technology
Malicious Mac extensions steal crypto wallets and passwords
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Mac users often assume they’re safer than everyone else, especially when they stick to official app stores and trusted tools.
That sense of security is exactly what attackers like to exploit. Security researchers have now uncovered a fresh wave of malicious Mac extensions that don’t just spy on you, but can also steal cryptocurrency wallet data, passwords and even Keychain credentials. What makes this campaign especially concerning is where the malware was found, inside legitimate extension marketplaces that many people trust by default.
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Once active, GlassWorm targets passwords, crypto wallets, and even your macOS Keychain without obvious warning signs. (Cyberguy.com)
How malicious Mac extensions slipped into trusted stores
Security researchers at Koi Security uncovered a new wave of the GlassWorm malware hiding inside extensions for code editors like Visual Studio Code (via Bleeping Computer). If you’re not familiar with code editors, they’re tools developers use to write and edit code, similar to how you might use Google Docs or Microsoft Word to edit text. These malicious extensions appeared on both the Microsoft Visual Studio Marketplace and OpenVSX, platforms widely used by developers and power users.
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At first glance, the extensions looked harmless. They promised popular features like code formatting, themes or productivity tools. Once installed, though, they quietly ran malicious code in the background. Earlier versions of GlassWorm relied on hidden text tricks to stay invisible. The latest wave goes further by encrypting its malicious code and delaying execution, making it harder for automated security checks to catch.
Even though this campaign is described as targeting developers, you don’t need to write code to be at risk. If you use a Mac, install extensions or store passwords or cryptocurrency on your system, this threat still applies to you.
What GlassWorm does once it’s on your Mac
Once active, GlassWorm goes after some of the most sensitive data on your device. It attempts to steal login credentials tied to platforms like GitHub and npm, but it doesn’t stop there. The malware also targets browser-based cryptocurrency wallets and now tries to access your macOS Keychain, where many saved passwords are stored.
Researchers also found that GlassWorm checks whether hardware wallet apps like Ledger Live or Trezor Suite are installed. If they are, the malware attempts to replace them with a compromised version designed to steal crypto. That part of the attack isn’t fully working yet, but the functionality is already in place.
To maintain access, the malware sets itself up to run automatically after a reboot. It can also allow remote access to your system and route internet traffic through your Mac without you realizing it, turning your device into a quiet relay for someone else.
Some of the malicious extensions showed tens of thousands of downloads. Those numbers can be manipulated, but they still create a false sense of trust that makes people more likely to install them.
7 steps you can take to stay safe from malicious Mac extensions
Malicious extensions don’t look dangerous. That’s what makes them effective. These steps can help you reduce the risk, even when threats slip into trusted marketplaces.
1) Only install extensions you actually need
Every extension you install increases risk. If you’re not actively using one, remove it. Be especially cautious of extensions that promise big productivity gains, premium features for free or imitate popular tools with slightly altered names.
2) Verify the publisher before installing anything
Check who made the extension. Established developers usually have a clear website, documentation and update history. New publishers, vague descriptions or cloned names should raise red flags.
These malicious extensions looked like helpful tools but quietly ran hidden code once installed. (Cyberguy.com)
3) Use a password manager
A password manager keeps your logins encrypted and stored safely outside your browser or editor. It also ensures every account has a unique password, so if one set of credentials is stolen, attackers can’t reuse it elsewhere.
Next, see if your email has been exposed in past breaches. Our No. 1 password manager pick includes a built-in breach scanner that checks whether your email address or passwords have appeared in known leaks. If you discover a match, immediately change any reused passwords and secure those accounts with new, unique credentials.
Check out the best expert-reviewed password managers of 2026 at Cyberguy.com.
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4) Run strong antivirus software on your Mac
Modern macOS malware doesn’t always drop obvious files. Antivirus tools today focus on behavior, looking for suspicious background activity, encrypted payloads and persistence mechanisms used by malicious extensions. This adds a critical safety net when something slips through official marketplaces.
The best way to safeguard yourself from malicious links that install malware, potentially accessing your private information, is to have strong antivirus software installed on all your devices. This protection can also alert you to phishing emails and ransomware scams, keeping your personal information and digital assets safe.
Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android and iOS devices at Cyberguy.com.
5) Consider a personal data removal service
When your data leaks, it often spreads across data broker sites and breaches databases. Personal data removal services help reduce how much of your information is publicly available, making it harder for attackers to target you with follow-up scams or account takeovers.
While no service can guarantee the complete removal of your data from the internet, a data removal service is really a smart choice. They aren’t cheap, and neither is your privacy. These services do all the work for you by actively monitoring and systematically erasing your personal information from hundreds of websites. It’s what gives me peace of mind and has proven to be the most effective way to erase your personal data from the internet. By limiting the information available, you reduce the risk of scammers cross-referencing data from breaches with information they might find on the dark web, making it harder for them to target you.
Check out my top picks for data removal services and get a free scan to find out if your personal information is already out on the web by visiting Cyberguy.com.
Get a free scan to find out if your personal information is already out on the web: Cyberguy.com.
6) Turn on two-factor authentication (2FA)
Enable 2FA wherever possible, especially for email, cloud services, developer platforms and crypto-related accounts. Even if a password is stolen, 2FA can stop attackers from logging in.
7) Keep macOS and your apps fully updated
Security updates close gaps that malware relies on. Turn on automatic updates so you’re protected even if you miss the headlines or forget to check manually.
Mac users often trust official app stores, but that trust is exactly what attackers are counting on. (Kurt “CyberGuy” Knutsson)
Kurt’s key takeaway
GlassWorm shows that malware doesn’t always come from shady downloads or obvious scams. Sometimes it hides inside tools you already trust. Even official extension stores can host malicious software long enough to cause real harm. If you use a Mac and rely on extensions, a quick review of what’s installed could save you from losing passwords, crypto or access to important accounts.
When was the last time you checked the extensions running on your Mac? Let us know by writing to us at Cyberguy.com.
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Technology
BMW says electric M3 will be a ‘new level’ of performance
BMW teased its forthcoming all-electric M-series performance sedan today, promising that the quad-motor M3 sports car would feature specs that are truly next level when it arrives in 2027.
The M3 will have four electric motors and simulated gear shifting, a feature that is quickly becoming a must-have for electrified sports cars. BMW says the setup unlocks the benefits of both rear and all-wheel drive, with the ability to decouple the front axle.
The electric M3 will also be built on BMW’s Neue Klasse platform that promises more efficient batteries, lightning fast charging, and higher powered computers. The architecture will be 800-volt, the regenerative braking will be highly efficient, and if the camouflaged pictures are any indication, it will be a real looker on the streets.
Speaking of computers, the M3 will have four of them, unified under its oddly named “Heart of Joy” component that aggregates all the traction, stability, and electric motor management functions of the vehicle. That means when software updates are made available, the vehicle’s brain will be able to receive them over-the-air faster than BMW’s current processors.
The M3’s simulated gear shifting will feature a “newly developed soundscape” that “channels pure emotion.” Like other automakers, BMW is loath to alienate its loyal M-series customers by giving them all the torque but none of the gearing feedback. And now a fake “soundscape” will accompany all that shifting. Porsche, Hyundai, and Dodge are also on board the fake EV gear shifting bandwagon.
Technology
FCC cracks down on robocall reporting violations
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If you are tired of scam calls slipping through the cracks, federal regulators just took a meaningful step. The Federal Communications Commission finalized new penalties aimed at telecom companies that submit false, inaccurate or late information to a key anti-robocall system. The changes go into effect Feb. 5. They strengthen oversight of the Robocall Mitigation Database, which plays a central role in tracking spoofed calls and holding providers accountable.
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What changed and why it matters
Under the new rules, voice service providers must recertify every year that their filings in the Robocall Mitigation Database are accurate and current. The FCC will now back that requirement with real financial consequences.
The FCC is cracking down on robocalls by tightening rules that govern how telecom providers verify and report call traffic. (iStock)
FCC SCRUBS OWN REFERENCE TO ‘INDEPENDENT’ AGENCY FROM WEBSITE AFTER DEM’S TESTY EXCHANGE WITH CHAIRMAN
Here is what the commission approved:
- $10,000 fines for submitting false or inaccurate information
- $1,000 fines for each database entry not updated within 10 business days
- Annual recertification of all provider filings
- The FCC also adopted a $100 filing fee for initial Robocall Mitigation Database submissions and for required annual recertifications.
- Two-factor authentication to protect database access
- A $100 application fee for initial filings and annual recertifications
The FCC also made clear that these violations are considered ongoing until corrected, meaning fines can accrue on a daily basis rather than being treated as one-time penalties.
According to the FCC, many past submissions failed basic standards. Some lacked accurate contact details. Others included robocall mitigation plans that did not describe any real mitigation practices at all.
How the Robocall Mitigation Database works
The Robocall Mitigation Database requires providers to verify and certify the identities of callers that use their networks. Regulators and law enforcement rely on it to trace spoofed calls and illegal robocall campaigns. That task is harder than it sounds. America’s telecom system is vast and fragmented. Calls often pass through multiple networks owned by major carriers like Verizon and AT&T, as well as smaller regional providers and VoIP services. When calls hop between networks, verification can be missed or ignored. For years, the FCC did not closely verify or enforce the accuracy of these filings. That gap raised serious concerns.
Under the updated rules, providers that fail to recertify or correct deficient filings can be referred to enforcement and removed from the database, which can prevent other carriers from carrying their calls at all.
Why inaccurate robocall data hurts consumers
When robocall filings are wrong or outdated, scam calls are more likely to reach your phone. Providers may treat a call as trusted even when it should raise red flags. That gives robocallers more time to operate and makes it harder for regulators to shut them down quickly. The FCC says stronger penalties and tighter oversight are meant to close that gap before consumers pay the price.
New FCC penalties target inaccurate robocall filings that have allowed scam calls to slip through carrier networks. (Kurt “CyberGuy” Knutsson)
Pushback and pressure on the FCC
When the FCC proposed penalties, it asked whether violations should be treated as minor paperwork mistakes or as serious misrepresentations. Telecom trade groups pushed back. They argued that fines should not apply unless providers first get a chance to fix errors or unless the FCC proves the filings were willfully inaccurate.
State attorneys general and the robocall monitoring platform ZipDX urged a tougher stance. They warned that false filings undermine every effort to stop illegal robocalls. The FCC ultimately chose a middle path. It rejected treating violations as harmless paperwork errors. At the same time, it stopped short of imposing the maximum penalties allowed by law.
What this means to you
For everyday consumers, this move matters more than it may seem. Accurate robocall reporting makes it easier to trace scam calls, shut down bad actors and prevent spoofed numbers from reaching your phone. Stronger penalties give telecoms a reason to take these filings seriously instead of treating them as routine compliance chores.
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The FCC also set a firm annual deadline. Providers must recertify their robocall mitigation filings each year by March 1, creating a predictable enforcement checkpoint. While this will not end robocalls overnight, it tightens a weak link that scammers have exploited for years.
Simple steps you can take right now to reduce robocalls
Even with tougher FCC enforcement, scam calls will not disappear overnight. Here are a few smart steps you can take today to reduce your risk.
- Do not answer unknown calls. If it is important, a legitimate caller will leave a voicemail.
- Never press buttons or say yes to robocall prompts. That confirms your number is active and can trigger more scam calls.
- Report scam calls to your carrier. Most major carriers let you report robocalls directly through their call log or app.
- Register your number with the National Do Not Call Registry at donotcall.gov/. It will not stop scammers, but it can reduce legitimate telemarketing calls.
- Block repeat offenders. If the same number keeps calling, block it so your phone stops ringing altogether.
- Be cautious with callback numbers. Scammers often spoof local area codes to look familiar.
The FCC says accurate robocall reporting by telecoms helps carriers identify and shut down scam traffic faster, but consumer habits still matter.
Pro tip: remove your personal data at the source
Robocalls do not come out of nowhere. Many start with your personal information being sold or shared by data brokers. These companies collect phone numbers, addresses, emails and even family details from public records, apps, purchases and online activity. Scammers and shady marketers buy that data to build call lists. Removing your data from data broker sites can reduce the number of robocalls you receive over time. You can try to do this manually by finding individual data broker websites and submitting removal requests one by one. The process is time-consuming and often needs to be repeated.
Some people choose to use a data removal service to automate this process and continuously monitor for re-posting. That can help limit how often your phone number circulates among marketers and scammers. Less exposed data means fewer opportunities for robocallers to target you. Cutting off robocalls often starts long before your phone rings.
Check out my top picks for data removal services and get a free scan to find out if your personal information is already out on the web by visiting Cyberguy.com.
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By strengthening oversight and accountability, the FCC aims to shut down illegal robocalls before they ever reach your phone. (Kurt “CyberGuy” Knutsson)
Kurt’s key takeaways
Robocalls thrive when accountability breaks down. By adding meaningful fines, stronger security, annual recertification and filing fees, the FCC is signaling that accuracy is no longer optional. Because penalties can continue to build until problems are fixed, telecoms now face real consequences for ignoring or delaying corrections. This rule forces providers to own their role in stopping illegal calls instead of passing the blame along the network chain. Real progress will depend on enforcement, but this is one of the clearest signs yet that regulators are closing gaps scammers rely on.
Do you think stricter penalties will finally push telecoms to take robocall prevention seriously, or will scammers just find the next loophole? Let us know by writing to us at Cyberguy.com.
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