Technology

AI-powered bat tracking could give baseball players the edge

Published

3 months ago

December 15, 2025

AI-powered bat tracking could give baseball players the edge

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Baseball teams have long searched for a way to study the entire swing without sensors or complex lab setups. Today, a new solution is entering the picture. Theia, an AI biomechanics company, debuted a commercially available video-only system that analyzes bat trajectory and full-body biomechanics together. This new approach works in real baseball environments and needs no reflective body markers, wearables or special equipment.

The system has been field-tested by Driveline Baseball and the San Diego Padres Biomechanics Lab, and the tests show it delivers high-quality results in both cages and on the field.

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Theia unveils a video-only biomechanics system that tracks a hitter’s full swing without sensors or lab gear. (Photo by Lachlan Cunningham/Getty Images)

A new chapter in baseball biomechanics

Theia’s platform relies on deep-learning models trained on millions of movement data points. It captures the full 3D bat path, attack angle, sequencing and body motion in one workflow that teams can run with standard high-speed video. This makes advanced biomechanics more accessible to coaches and players who train in normal environments.

Dr. Arnel Aguinaldo of the PLNU Biomechanics Lab tested the system with the Padres. He said, “Theia’s markerless technology represents a breakthrough in how we capture and analyze swing mechanics. It removes the barriers of traditional setups, letting us gather quality swing data directly from the field or the cage. That’s a game changer for both research and applied development.”

Independent testing across more than 2,000 swings showed median bat-plane angle differences of less than 3 degrees compared with marker-based systems. As a result, teams can evaluate roster-sized groups in routine cage or field sessions without slowing players down.

Why video-only tracking works in real baseball settings

Many existing tools rely on sensors or suits that can change how an athlete moves. Marcus Brown, CEO of Theia, explained to CyberGuy why video-only tracking matters.

“Using only video means teams get lab-grade biomechanics data that previously required a full lab setup, but without special suits, reflective markers, or hardware mounted to the bat or the player,” he said.

The system runs in the background once cameras are placed and calibrated. Coaches record sessions as usual, and the analysis processes automatically. Because of this, training routines stay the same, and players move naturally.

Brown added, “Until now, full swing analysis meant choosing between bat-only tools or biomechanics labs that couldn’t scale. Our new markerless technology changes that. Teams can now see the complete swing picture for every hitter using one system in an environment that matches their individual needs.”

How AI bat and body tracking improves player performance

A complete swing view gives coaches the chance to link body motion to bat results. Brown described why this matters for player development.

“Theia’s new bat tracking feature helps players improve because it gives coaches a complete and more accurate picture of the swing. Many tools today either measure the bat or the body, and many rely on wearables or sensors that can influence how an athlete moves,” Brown said. “When coaches can connect a player’s sequencing, posture, timing, and rotation to the bat’s path, speed, and contact quality, they can identify the specific movement patterns that drive results. That makes mechanical adjustments more targeted and much easier to track over time, leading to more consistent and meaningful improvements.”

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Driveline Baseball and the Padres Biomechanics Lab report strong accuracy from Theia’s markerless tracking tests. (Photo by Matt McClain/The Washington Post via Getty Images)

What players experience when teams use Theia’s system

Players will not need to attach anything to the bat or their bodies. They swing in their regular training spaces without changing behavior. Brown said, “For athletes, the biggest change is the level of precise personalized feedback they get. Coaches can isolate whether an issue is coming from sequencing, posture, timing, or how the hitter is delivering the barrel to the ball. That level of detail helps translate mechanical work in the cage into more consistent, reliable results in the field.”

Independent testing shows consistent bat and body data

Driveline Baseball and the PLNU x Padres Biomechanics Lab tested the system in both professional and collegiate settings. Brown said, “Our work with Driveline and the PLNUxPadres’ Biomechanics Lab showed the system could deliver high-quality bat-and-body data in the same environments where hitters actually train. What those tests demonstrated was consistency: the ability to capture the full swing automatically, link the bat and body with the precision needed for player development, and fit seamlessly into a normal training session.”

Why Theia’s system fits seamlessly into normal cage sessions

Sports tech can create workflow friction, but Theia aims to avoid that. Brown said, “We designed the system so coaches can use it without changing anything about their normal training routine. Once the cameras are in place, coaches simply record the session the same way they normally would, and the analysis happens automatically in the background.”

There are no extra steps, no equipment put on the players, and no training interruptions.

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Coaches can now review 3D bat paths and body sequencing using standard high-speed video. (Photo by Thien-An Truong/Getty Images)

The road ahead for AI sports performance

Brown believes this breakthrough sets the stage for future innovation.

“Player development is ultimately about understanding what drives performance, and this technology gives coaches a far clearer way to see that,” he said. “When you can connect a player’s movement to the result of the swing with objective repeatable data, you can build training plans that are far more individualized and precise.”

He also added: “This work builds on more than a decade of research and over 50 peer-reviewed validation studies focused on highly accurate markerless human motion tracking. It reflects where the field as a whole is headed toward integrated markerless solutions that give athletes and coaches clearer insight with far less friction.”

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Kurt’s key takeaways

Theia’s new bat and body tracking system reshapes how baseball teams study movement. It gives coaches deeper clarity, provides athletes with natural training conditions, and removes the hardware hurdles that limited biomechanics in the past. Fans may also see long-term effects. This level of detail can influence how hitters develop power, attack angles and timing. Young players may gain personalized training guides that shape better habits earlier in their careers. As video-driven AI expands across sports, tools like this give teams more ways to understand performance.

If your favorite team had access to this level of swing insight, how do you think it would change their lineup development strategy? Let us know by writing to us at Cyberguy.com.

Kurt “CyberGuy” Knutsson is an award-winning tech journalist who has a deep love of technology, gear and gadgets that make life better with his contributions for Fox News & FOX Business beginning mornings on “FOX & Friends.” Got a tech question? Get Kurt’s free CyberGuy Newsletter, share your voice, a story idea or comment at CyberGuy.com.

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Technology

Figure data breach exposes nearly 1M accounts

Published

27 minutes ago

March 3, 2026

Press Room

Figure data breach exposes nearly 1M accounts

Cyber expert shares tips to avoid AI phishing scams

Kurt ‘The CyberGuy’ Knutsson shares practical ways to avoid falling victim to AI-generated phishing scams and discusses a report that North Korean agents are posing as I.T. workers to funnel money into the country’s nuclear program.

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If you have applied for a loan online, you probably shared more than you realized. Your name. Your email. Your date of birth. Maybe even your home address and phone number. Now imagine all of that sitting on a dark web forum.

That is the reality for nearly 1 million people after hackers breached Figure Technology Solutions, a blockchain-focused fintech lender.

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What happened in the Figure data breach

Figure Technology Solutions, founded in 2018, uses the Provenance blockchain for lending, borrowing and securities trading. The company says it has unlocked more than $22 billion in home equity through partnerships with banks, credit unions, fintechs and home improvement companies. However, behind the scenes, attackers were working on a very different angle.

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Nearly 1 million accounts were exposed after hackers breached fintech lender Figure Technology Solutions in a social engineering attack. (Felix Zahn/Photothek via Getty Images)

According to breach notification data shared by Have I Been Pwned, information from 967,200 accounts was exposed. The leaked data included more than 900,000 unique email addresses along with names, phone numbers, physical addresses and dates of birth. That is a gold mine for identity thieves. Figure says the incident stemmed from a social engineering attack. What that means in simple terms is that someone inside the company was tricked into handing over access.

“We recently identified that an employee was socially engineered, and that allowed an actor to download a limited number of files through their account,” a Figure Technology Solutions spokesperson told CyberGuy in a statement. “We acted quickly to block the activity and retained a forensic firm to investigate what files were affected. We understand the importance of these matters and are communicating with partners and those impacted as appropriate. We are also implementing additional safeguards and training to further strengthen our defenses. We are offering complimentary credit monitoring to all individuals who receive a notice. We continuously monitor accounts and have strong safeguards in place to protect customers’ funds and accounts.”

Social engineering is the real weapon

When people hear the word blockchain, they think secure and untouchable. But attackers did not break cryptography. They targeted a human being. Groups like ShinyHunters specialize in this playbook. They reportedly claimed responsibility for the breach and, according to BleepingComputer, posted 2.5GB of data allegedly tied to thousands of loan applicants.

In recent weeks, the same group has claimed breaches involving companies like Canada Goose, Panera Bread and SoundCloud. Not every case is connected. Still, security researchers have observed a troubling pattern. Attackers impersonate IT support. They call employees. They create urgency. Then they direct victims to fake login portals that look nearly identical to real ones.

Once employees enter credentials and even multi-factor authentication codes, attackers gain access to single sign-on systems tied to major platforms like Microsoft and Google. From there, one compromised account can unlock a web of connected tools and internal systems.

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Security researchers say the Figure data leak underscores how social engineering bypasses even blockchain-based platforms. (Maxim Konankov/NurPhoto via Getty Images)

Why this matters to you

If your information was part of the Figure data breach, criminals now have enough detail to craft convincing phishing emails or phone scams. They can reference your real name. They can cite your address. They can pretend to be a lender or bank calling about your application.

Even if you never applied for a loan with Figure, this incident highlights something bigger. No platform is immune to human error. And social engineering works because it targets trust, not technology.

The bigger lesson about blockchain and trust

Figure markets itself as blockchain native. Blockchain can provide transparency and strong cryptographic security. However, none of that protects against a well-crafted phone call.

Security failures often happen at the human layer. That is where attackers focus their energy. As more financial services move online, the attack surface grows. Loan applications, identity verification tools and cloud-based systems create convenience. They also create new targets.

How to protect yourself after the Figure data breach

You cannot control how companies secure their systems. You can control how you respond. Start by checking whether your email address appears in the exposed dataset, then take the steps below to lock down your accounts.

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Figure says an employee was tricked into granting access, allowing attackers to download sensitive customer data. (Luke MacGregor/Bloomberg via Getty Images)

Check if your email was exposed

To see if your email address was affected, visit https://haveibeenpwned.com/. Enter your email address to find out whether your information appears in the leak. When finished, return here and begin Step 1 below.

Take these steps immediately

Change any exposed passwords right away. Do not leave a known leaked password in place. Update it everywhere you used it. Use a password manager to create strong, unique passwords for every account. Check out the best expert-reviewed password managers of 2026 at Cyberguy.com
Turn on multi-factor authentication wherever possible.
Never share login codes with anyone, even if they claim to be IT support.
Install strong antivirus software to help block phishing links, malicious downloads and ransomware that often follow major breaches. Get my picks for the best 2026 antivirus protection winners for your Windows, Mac, Android and iOS devices at Cyberguy.com.
Consider a data removal service to reduce your personal information on data broker sites, which scammers often combine with breached data. 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.
Place a free fraud alert or credit freeze with the major credit bureaus.
Monitor your bank and credit card statements weekly for suspicious activity.

Also, be cautious of unexpected calls about your accounts. If someone pressures you to act immediately, hang up and call the company directly using a number from its official website.

Kurt’s key takeaways

The Figure data breach is a reminder that technology alone cannot protect sensitive information. A single employee tricked into revealing credentials can expose hundreds of thousands of people. That is not a blockchain failure. It is a trust failure. If your data was involved, take action now. Even if it was not, treat this as a wake-up call. Your personal information has value. Criminals know it. Companies should know it too.

If one phone call can unlock nearly a million records, are companies investing enough in training people, or are they still betting everything on technology alone? Let us know by writing to us at Cyberguy.com

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Technology

Apple’s website leaks MacBook ‘Neo,’ which could be its new cheaper laptop

Published

12 hours ago

March 3, 2026

Press Room

Apple’s website leaks MacBook ‘Neo,’ which could be its new cheaper laptop

During Apple’s week-long product launch event on Tuesday, a listing for the “MacBook Neo (Model A3404)” appeared on a regulatory compliance page on Apple’s website under its line-up of 2026 MacBooks. First spotted by MacRumors, the listing appears to be an accident and has since been removed, but may have been a leaked reference to a rumored entry-level MacBook. Unfortunately, it didn’t include any additional details beyond the device’s name and model number.

The lower price and an “entirely new design” could help the new MacBook appeal to students and casual users, competing with Chromebooks and low-cost Windows laptops. A more affordable MacBook could be especially appealing after Apple announced the M5 MacBook Air on Tuesday, which has a higher starting price than last year’s Air.

Technology

China’s compact humanoid robot shows off balance and flips

Published

13 hours ago

March 3, 2026

Press Room

China’s compact humanoid robot shows off balance and flips

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Humanoid robotics companies have already shown their machines can run at 22 mph, land backflips and even pull off front flips. So the new proving ground is not raw speed or acrobatics. It is control when something unexpected happens. That is where the EngineAI PM01 humanoid robot comes in.

In newly released footage, the compact humanoid keeps dancing after being deliberately pushed off balance. It performs a controlled forward slip, absorbs the disruption and smoothly regains rhythm within seconds. The motion looks fluid and surprisingly natural.

Then it lands another front flip, this time as part of a broader demonstration of balance and recovery.

EngineAI pushes back on CGI skepticism as its PM01 humanoid robot demonstrates controlled recovery and dynamic motion. (Liu Lihang/Xinhua via Getty Images)

EngineAI PM01 humanoid robot shows advanced balance control

Speed gets attention. Recovery earns trust. When someone shoves the PM01, it does not freeze. It recalculates its center of mass, adjusts joint torque and corrects posture in real time. That level of control depends on tight coordination between sensors, actuators and AI algorithms. The front flip adds another challenge.

Front flips are typically harder than backflips. Rotating forward shifts the body weight ahead of the support base. That makes landings less forgiving. The EngineAI PM01 humanoid robot executes the move with coordinated arm swing, core stabilization and accurate landing mechanics. This is not about flashy tricks. It is about controlled dynamic motion under stress.

Why the compact size of the EngineAI PM01 matters

The PM01 stands just under 4 feet tall. That smaller build works to its advantage. A lower center of mass reduces tipping risk and requires less rotational force during flips. Its lighter structure also helps distribute impact forces more efficiently when it lands.

By comparison, EngineAI’s larger SE01 stands about 4 feet, 6 inches tall and weighs 88 pounds. The PM01 is roughly 10.5 inches shorter and about 17.6 pounds lighter. That size difference makes it more agile in research and development settings.

Full-sized humanoids face greater mechanical stress during high-impact maneuvers. They need stronger actuators, reinforced joints and heavier structural support to stay stable. Compact robots like the EngineAI PM01 can achieve advanced movement with less overall strain.

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The PM01 robot stands on display at EngineAI’s robot retail flagship store in Shenzhen, Guangdong Province of China. Newly released footage shows the PM01 humanoid absorbing a push and recalculating its center of mass within seconds. (VCG/VCG via Getty Images)

AI hardware powering the EngineAI PM01 humanoid robot

Under the hood, the EngineAI PM01 humanoid robot combines advanced perception with serious computing power. It uses an Intel RealSense depth camera for visual awareness and spatial mapping. A dual-chip setup integrates Nvidia Jetson Orin with an Intel N97 processor. That architecture supports real-time AI workloads and rapid balance correction when the robot is pushed or slips.

The robot features 24 degrees of freedom, including 12 joint motors. This design allows smooth coordinated movement across its limbs and torso. In the small humanoid segment, PM01 competes with models like the Unitree G1 and the Booster T1. It walks at up to about 4.5 miles per hour, faster than the T1, though still below some larger high-speed humanoid platforms built for sprint performance.

EngineAI appears less focused on headline-grabbing speed and more focused on refined stability and controlled motion.

EngineAI pushes back against CGI claims

As humanoid videos go viral, skepticism follows. EngineAI recently addressed CGI accusations by releasing footage of its T800 humanoid physically interacting with its CEO. The company clearly wants to demonstrate that its robots operate in the real world.

That credibility push matters. In a crowded robotics market, bold claims are common. Physical demonstrations help separate engineering progress from digital effects.

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The nearly 4-foot-tall EngineAI PM01 uses AI-powered sensors and joint motors to recover from slips and continue moving. (VCG/VCG via Getty Images)

What this means to you

Right now, this looks like a polished demo. However, balance and recovery are critical for real-world use. If humanoid robots are going to work in warehouses, hospitals or our homes, they must handle bumps, slips and unexpected contact without causing damage. A machine that can brace itself, fall safely and stand back up is far more practical than one that performs a single choreographed stunt. As humanoids move closer to everyday environments, resilience becomes just as important as athletic performance. The more stable they are, the more comfortable people will feel sharing space with them.

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Kurt’s key takeaways

Humanoid robots can already run fast, flip and move with serious athletic ability. What companies are racing to perfect now is something more practical: balance when things go wrong. The EngineAI PM01 humanoid robot shows how compact design and real-time correction can help a machine stay upright, recover quickly and keep moving without chaos. That kind of control matters far more in a crowded warehouse, hospital hallway or public space than a perfectly staged stunt. We are starting to see the shift from viral demo moments to robots built for everyday reliability. The real breakthrough is not the flip. It is what happens after the push.

When humanoid robots can absorb a shove, land a flip and get back to work without missing a beat, how close are we to seeing them in your neighborhood? Let us know by writing to us at Cyberguy.com.

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