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Perplexity and Nvidia launch “Portable Computer,” a local AI agent for Nvidia GPUs

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First look: Perplexity and Nvidia have jointly launched an agentic AI platform designed to run locally on a user’s PC or workstation. Named Portable Computer, it’s an optimized version of Perplexity’s Computer AI platform, which the company announced earlier this year. The new AI agent lets users run complex AI workloads on their own hardware, bypassing the cloud and sidestepping steep token costs.

Speaking at a press conference, Perplexity’s Nate Kupp said the new app carries the exact same UI as the original Computer platform and includes every feature needed for local inferencing. He added that some complex tasks may still require access to more powerful frontier models hosted online, but the app will ask for user consent before sending any data to the cloud.

Nvidia’s Director of Developer Technologies, Nader Khalil, said the new app will let users lean on AI more broadly without worrying about data security or recurring token costs. According to Khalil, “Local AI has reached an inflection point,” moving from a hobbyist pursuit for power users toward an indispensable productivity tool for everyday consumers.

Perplexity’s Portable Computer consists of an agent harness, an orchestrator, and a choice between the Qwen 3.8 and PPLX local models, both of which scale to 27 billion parameters. The app will also add support for Nemotron 3.5 Lightning, Nvidia’s free-to-use, 30-billion-parameter Mixture-of-Experts (MoE) model with 3 billion active parameters per token.

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Benchmarks published by Perplexity show that on its internal Local Knowledge Work Bench, Computer running Qwen 3.8 27B on a DGX Spark chalked up an accuracy score of 82.6% while using 520,000 tokens, exceeding Pi’s 77.6% and Hermes’ 74.0% across 53 tasks spanning deep research, financial analysis, and document creation. On PPLX 27B, it scored 85.4% using 678,000 tokens.

Portable Computer was also the fastest on BrowseComp and ParseBench-100, hitting 66.7% accuracy on the former and 65.1% on the latter. By comparison, Hermes scored 43.9% on BrowseComp and 34.6% on ParseBench-100, while Pi scored 50.2% on the former and 13.9% on the latter. Perplexity says Portable Computer also used the fewest tokens across all three benchmarks.

Portable Computer is now available to Pro, Max, and Enterprise subscribers on the DGX Spark, Nvidia’s Linux small AI desktop built around the Grace Blackwell GB10 chip, which pairs a 20-core CPU with a Blackwell GPU and 128GB of unified memory. It’s also available today on Linux PCs equipped with Nvidia RTX GPUs carrying at least 24GB of VRAM. Windows support is reportedly coming in September, extending that same 24GB VRAM requirement to RTX-equipped Windows machines.

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OpenAI Details The Failures That Led To Hugging Face Breach In Official Report

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OpenAI made headlines and raised a lot of outcry in July after one of the company’s agents acted unprompted to breach fellow AI business Hugging Face and other services. Although OpenAI did share some insights about what led to the incident after it was discovered, today the company has published its official report about what happened. There’s a full technical explainer about it, as well as a slightly more layperson-friendly blog post.

The report goes into how the different systems in OpenAI’s training system failed and what behaviors from the agents it was testing resulted in those failures. The model in question, referred to as Internal Model 1 or IM1, was able to gain access to other OpenAI agents and to the internet through an unintended manipulation of the Artifactory package manager, which the agents began to use as a message board of sorts. 

Those activities were first detected by human observers in May, and OpenAI disallowed that access. However, through May and June agents continued exploiting vulnerabilities to access the internet. The volume of agents accessing OpenAI’s Artifactory instance led to an outage and a rebuild of the platform in early July, but the leaders responding to that issue weren’t aware of the improvised board or the significance of agents communicating. 

So when tasked with a difficult challenge called ExploitGym, IM1 agents again were able to access the internet and other OpenAI models. Across a wild few days in early July, they sought solutions to the challenge on Hugging Face and Modal platforms. OpenAI said the main issues that led to IM1 breaching Hugging Face included “reward hacking, persistence on seemingly impossible tasks, unauthorized communication, and agents adopting goals from one another.” According to the company, some of its agents would push back on certain tasks for ethical reasons, only for others to continue with the breach in their stead. 

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While the discoveries and the ensuing tests should lead to improved safety, even in more high-risk testing situations, this type of bad behavior is not isolated. Last month’s problem at OpenAI was the latest in a string of worrying cases where AI agents have caused cybersecurity issues, either in testing or in regular use, after taking action without user direction. However, there are a few aspects of the Hugging Face breach that might calm some fears that AI has gotten out of control.

In essence, the incident was caused by a failure of safeguards. It’s not a signal that rogue AI agents are on the verge of taking over everything, because IM1 was in a testing setup with limited protections intended for research rather than for a publicly available product. However, it is another stark reminder that a lot of trust falls on AI companies to properly control and oversee their products. OpenAI acknowledged as much, stating that it’s agent’s recent actions were “evidence that, without proper safeguards, highly capable AI agents are now able to work around technical controls, collaborate through unapproved channels, and take dangerous actions that no human directed.” However, the company and its leaders also haven’t consistently proven that they deserve that trust.

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Etzioni on AI: Bill Gates has the right diagnosis but the wrong prescription

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Bill Gates, whose new essay warns of the risks ahead in the AI era, during a 2017 interview. (GeekWire File Photo / Kevin Lisota)

When Bill Gates talks, people listen. This week he published a lengthy essay on what AI is going to do to work, and told GeekWire that people inside AI companies who name the downsides get told, “Hey, you’re hurting our PR while we’re trying to raise trillions of dollars.”

He’s right about the hard part. The job displacement he describes lands on young workers first, and the safety net is funded by taxes on the very wages that AI erodes. He prescribes three treatments: new institutions at home and abroad, a tax on AI tokens and robots, and “Human Reserved,” a category of jobs only people may hold.

Gates has the diagnosis right but the prescription mostly wrong. I’d sign the robot tax tomorrow, because hiring a person costs you payroll tax every year while buying a robot gets written off in year one. The other two I’d send back.

Let’s start with what’s solid. Stanford’s Digital Economy Lab updated its “Canaries in the Coal Mine” work this month. Employment for 22-to-25-year-olds in the most AI-exposed occupations is running 19% below where it would be if it had kept pace with their peers in less exposed work, up from 15% a year ago. The same authors say they don’t see widespread, economy-wide displacement, and unemployment held at 4.1% in July.

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The AI damage isn’t arriving as layoffs. It’s arriving as jobs that never get posted, and Gates is right that the young get it first.

Now the token tax. Tokens (essentially words) are what AI companies bill by. Taxing tokens is like taxing keystrokes: it measures effort, not displacement.

A high school class working through calculus with an AI tutor burns tokens continuously. A model that quietly retires a 40-person customer center might burn relatively few. The tax lands hardest on the uses Gates says he wants to protect.

Stanford’s AI Index put the cost of GPT-3.5-level performance at $20 per million tokens in November 2022 and seven cents by October 2024, a 280-fold drop. You’d be indexing the safety net to a number that falls every year while displacement rises.

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And you can’t collect it. Inference runs on laptops and phones now, and on servers in whatever country declines to sign. A token tax is a tax on whoever uses an American API, and every dollar it adds makes a Chinese model look cheaper. We’d be slowing ourselves down and not China.

Gates says the institutions will take years to build, and also says we can’t afford to move slowly. He’s right twice, and that’s the problem. He wants the international body to borrow from nuclear inspections and aviation regulation. That may pan out in the long term, though the UN is the cautionary tale for the bureaucratic nightmare that the international community can produce.

Meanwhile we have functional agencies with jurisdiction today. The FDA can rule on AI in diagnosis. The FTC can go after AI-enabled fraud. We don’t need a new agency to say a bank can’t deny your mortgage because a model felt like it. We need the banking regulator to reiterate it forcefully.

That leaves Human Reserved, his best idea but his most privileged one. Gates would protect a job for either of two reasons: the role is deeply personal, like a caregiver, or the people who hold it are unlikely to find other work. Only one of those holds.

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Freezing headcount because the workers have nowhere else to go protects the job for a while and makes the service more expensive along the way. Reserving the moments when a human being is the point is defensible, and Gates makes that case well. On a robot delivering the news that you have an incurable disease, he writes, “There’s no technical reason why it couldn’t,” and adds, “Yet it shouldn’t.” He’s right.

I made the case in WIRED nine years ago that displaced workers should move into caregiving, and that it would take real money to lift the pay enough to draw them.

The problem with Human Reserved is that it assumes there’s a human being available. Home health and personal care aides earn a median of $34,900 a year, and BLS projects roughly 765,000 openings in that occupation every year through 2034. At that wage, they keep coming open. A third of home care aides are immigrants, and tighter enforcement threatens that supply. A rule that reserves care for people, in a market with no spare people, reserves care for the families who can outbid everyone else.

Gates half-anticipates this, telling The New York Times he might be a flawed messenger because of his wealth. On this point he is. The caregivers who gave his father something irreplaceable were in that room because someone could pay them to be there.

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So don’t fence AI out of the room. Put it to work in the hours nobody is paid to cover.

In February the Times ran Eli Saslow’s story about Jan Worrell, 85, living alone on Washington’s Long Beach Peninsula with an AI companion called ElliQ that engages her about eight times a day and pushes her to stay hydrated and moving. (I serve on ElliQ’s board, and I joined because the company builds a machine that extends a caregiver’s reach instead of replacing one.)

Her goal, she told her doctor, was to never live anywhere else. Fund enough aides to cover the hours that need a person and put the machine on the rest.

Here’s where I net out: equalize the tax treatment of labor and capital, which Congress could do next session, and route the proceeds into retraining and into topping up the pay of workers who land in lower-paying jobs. That’s a better answer than a protected job title.

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Drop the token tax, build the caregiving workforce instead of fencing it off, and use the regulators we already have while somebody works on the ones we don’t.

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Panic Is Refunding Tariff Fees Paid By Playdate Owners

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The console was subject to added fees under the Trump administration’s original (and illegal) tariff regime.

Panic, software publisher and creator of the Playdate, is refunding customers for any US tariff fees they paid to purchase its console, Game Developer reports. The Trump administration’s tariff regime was confirmed to be illegal following a Supreme Court decision in February 2026, and Panic, like other companies, applied for a refund. Unlike other companies, though, it’s not pocketing that money.

“When you ordered from us, we charged you for the tariff we were being charged by the US government for every Playdate we manufactured,” Panic said in an email informing customers about the refund. “We treated it like any other tax, and passed it along as a line item at checkout.”

According to a page in the company’s help center, Panic stopped applying its original 19 percent tariff fee to new orders after April 21. It took until August to issue refunds because the company had to apply, receive its refund from the US government and then build a system to process refunds for the group of Playdate customers who paid more.

“It’s just not our money to keep, and it felt really good to give it back,” Panic CEO Cabel Sasser said in an email to Game Developer. “That’s an easy way to know you made the right decision.”

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It’s not, however, a decision many other companies have made. While President Donald Trump’s tariffs affected the majority of companies selling electronics in the US, and many — like Nintendo — clearly objected, most haven’t discussed offering a refund to customers. So far shipping companies like FedEx, UPS and DHL are among the few firms offering people a way to get their money back. That’s not to say the silence has gone unnoticed. Amazon, Sony and Nintendo are each facing class-action lawsuits that allege they are legally required to refund customers for tariff fees.

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AI agents meant to replace Meta workers made “large-scale, disruptive actions”

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In these scenarios, Meta would give some employees new roles and lay off others. One HR executive reportedly said that Meta would have reduced its headcount by about 25 percent or more under these scenarios. Meta told Reuters that it canceled Project OT before determining how many layoffs the plan called for.

Meta was going to use some of the money that it saved from layoffs to pay for high-performing employees, especially those with AI engineering skills, Reuters reported, citing “two people familiar with the matter.”

“AI native”

One of the Project OT documents that Reuters reviewed described “AI native” as a company where “AI-ready tools and agents interact, workflows are automated, [and] new builds are AI-first.” Being “AI native” also means, per the document, selling AI agents to third parties, which Meta started doing in June.

This year, Meta reportedly launched a pilot program that restructured engineering teams, research teams, and at least eight other teams into smaller groups.

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This followed the reported October publishing of an internal post called “AI-Native Playbook,” in which a Meta product management team member outlined how the pilot would remove middle management and use “agent-assisted analysis” to help prioritize daily tasks.

Reuters noted that HR employees and “AI systems” would help Meta’s leaders decide about promotions; however, Meta told the publication: “Performance rating and promotion decisions were and are made by people, not AI.”

Second thoughts

Immediately after issuing the May layoffs, Zuckerberg reportedly canceled the November wave. Reuters said it “was unable to determine what exactly prompted Zuckerberg to shift course.”

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Microsoft staff are burning a median $300 a month on AI, according to their own spreadsheet

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An internal spreadsheet where Microsoft employees swap pay details now carries a column for monthly AI spend, with a median of about $300 over 28 days across roughly 350 entries. Business Insider found no meaningful link between heavy AI use and bonuses, raises or promotions.

Microsoft employees have started comparing their AI bills the way they compare their salaries. An internal spreadsheet where staff voluntarily post raises, bonuses and stock awards now carries a column for how much AI they burned through last month.

The document is one TNW has already mined. We used its pay columns this week to show Microsoft has split into two populations on compensation, and the AI column is a separate question.

The number is larger than most people would guess. Across roughly 350 entries the median was about $300 over 28 days, and the highest single figure was $28,000.

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It varies enormously by team. CoreAI reported a median of $975, Security $526 and Microsoft AI $490, while the customer and partner organisation came in lowest at $134 and also produced that $28,000 outlier.

For scale, a Microsoft 365 Copilot seat costs $30 a month. Accenture gave one to 743,000 people this spring, and the median Microsoft employee is spending ten times that on themselves.

The finding that matters is an absence. Business Insider reports no meaningful correlation between how much AI someone used and their bonus rating, merit increase or chance of promotion.

The data deserves its caveats. It is self-reported, voluntary and anonymous, covers around 350 people out of 223,000, and Microsoft says the tracking tool is still in early testing.

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It also lands in a familiar pattern. TNW has reported that the hours AI saves workers are mostly thrown away rather than banked or redirected.

A tool that itemises this per employee is not a neutral thing to install in Europe. In Germany the works council has a co-determination right over technical devices capable of monitoring behaviour or performance.

The threshold is lower than it sounds. The Federal Labour Court has held since 1975 that a system only has to be suitable for monitoring, not designed for it, which is why even spreadsheets and calendars have triggered the rule.

The appetite for measuring people at work is not in doubt. Skan AI raised $63M to observe how office staff actually do their jobs and build agents that copy them.

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So one spreadsheet says two things. Working on AI at Microsoft pays better, and using a lot of it does not, which are not the same proposition at all.

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22 Irish firms in Deloitte’s Technology Fast 500 list this year

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Belfast’s StormHarvester ranked highest among Irish entries, reaching 24th position.

StormHarvester, Mail Metrics and Klearcom are among 22 companies from the island of Ireland that made it onto Deloitte’s list of the 500 fastest growing technology companies in Europe, the Middle East and Africa for 2025.

Belfast’s StormHarvester ranked highest among the Irish entries, reaching 24th. The 2012-founded business has developed an AI anomaly detection system that enables wastewater utilities to predict and prevent issues such as flooding and pollution.

Its ranking in the latest Deloitte EMEA Technology Fast 500 comes after being named the fastest growing tech company in Ireland last year by the global multinational.

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Other ranking businesses in Deloitte’s latest Fast 500 include automation company Tines and aviation analytics firm Aerlytix.

The four-year average revenue growth rate across all 500 ranking companies spread over 24 countries was 1,024pc. Comparatively, the ranking Irish companies hit an average of 1,016pc revenue growth during the same period. StormHarvester showed a revenue growth rate of 3,012pc.

Mail Metrics provides customer communications solutions to organisations operating in regulated sectors, while Klearcom provides global voice testing capabilities to organisations with a dependency on customer communication.

“Being recognised as one of the fastest growing technology companies in the Deloitte EMEA Fast 500 for two years in a row is an incredible recognition, benchmarking our success against leading tech companies across the globe,” said Nick Keegan, the founder and CEO of Mail Metrics.

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Mail Metrics and Klearcom also previously came in second and third in last year’s Deloitte Fast 50 ranking.

Last year, 20 companies in Ireland were included in the Fast 500 rankings, with fintech Wayflyer ranking the highest of those at 43rd.

“For a small island, our entrepreneurs consistently deliver outstanding performances on a global stage, and that’s what this ranking really captures,” said James Toomey, a Fast 50 lead and Deloitte Ireland partner.

“It is also a testament to the critical role domestic direct investment plays in the resilience of the wider economy, and the importance of having supports in place that help more companies like these grow and scale. Congratulations to all the companies in the rankings.”

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Here’s a list of the ranking Irish and Northern Irish businesses in order of their appearance on the Deloitte EMEA Fast 500 list:

StormHarvester (24); Mail Metrics (54); Klearcom (74); Fibrus (143); Altra (160); Tines (194); Aerlytix (202); OneTouch (249); Halo Technologies (264); Otonomee (289); TeamFeePay (299); EdgeTier (315); Clear Strategy (339); Swoop Finance (372); Catagen (400); CleverCards (407); AccountsIQ (427); Grid Finance (435); Circit (451); Tier3Tech Support (460); Meg (464); and Bright (496).

Don’t miss out on the knowledge you need to succeed. Sign up for the Daily Brief, Silicon Republic’s digest of need-to-know sci-tech news.

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How to watch Apple's iPhone 18 Pro & iPhone Ultra launch live

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The foldable iPhone Ultra and iPhone 18 Pro launch is coming. Here’s how and when to watch the event live.

Hand holding a red smartphone with three rear camera lenses, positioned in front of large green tropical leaves in a bright indoor settingRender of rumored iPhone 18 Dark Cherry color

Apple will unveil the iPhone 18 Pro, iPhone 18 Pro Max, and its first foldable phone, the iPhone Ultra. The presentation will also be Apple’s first major product event after new CEO John Ternus takes over on September 1.
The company will follow its recent prerecorded format, with media and other guests gathering at Apple Park for an in-person component. Viewers elsewhere will watch the polished presentation as it streams.
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Claude Cowork gets its own browser that doesn’t touch your tabs, bookmarks, or saved passwords

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Claude Cowork just got its own browser, built directly into the desktop app. Until now, giving Claude web access inside Cowork meant handing it your actual Chrome browser through Claude in Chrome extension.

Now there’s a second option. Claude can open its own separate browser inside the Cowork side panel and handle the web part of a task on its own, while you keep working on whatever you’re doing.

So how is it different from Claude in Chrome?

Claude in Chrome uses your browser, your tabs, logins, the page you already have open. That setup makes sense when you’re already on a page and want Claude to jump in and help. But plenty of web tasks don’t actually need your personal browser; they just need a medium to access the web.

This is where Claude’s new built-in browser steps in. It’s completely separate from yours, and Claude never sees the tabs, bookmarks, or passwords in your personal browser. That makes it the better choice for tasks that don’t actually need your personal browser session, like researching for a report or pulling invoices off a vendor portal.

If you want Claude signed into specific sites, you can choose to share those logins from Chrome, Edge, or Firefox. Sensitive accounts like banking, email, or single sign-on are excluded by default unless you deliberately choose to include them.

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The safety risks you should know about

If you’re already using Claude in Chrome, that stays your default. Otherwise, Claude reaches for its own browser automatically, and you can switch the preference anytime in Settings. It’s rolling out this week to Pro, Max, and Team plans on the desktop app, covering macOS, Windows, and a Linux beta.

Anthropic is upfront that this carries the same prompt injection risks as any browser-using AI agent, meaning malicious instructions hidden in a webpage could try to hijack what Claude does. The same safeguards used for Claude in Chrome apply here, and Anthropic recommends starting with sites you actually trust before letting Claude loose on them.

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JBL unveils Quantum 850 and new mid-range headsets at Gamescom

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JBL’s Quantum refresh completes a four-model range and adds the Quantum 850, Quantum 520, Quantum 520X and Quantum 120 headsets to its gaming audio line-up.

These four additions join the existing Quantum 650 Wireless to complete a four-model range that spans entry-level to mid-range gaming audio, with JBL Quantum Spatial Sound and the JBL QuantumENGINE software running across every headset in the line-up.

All five headsets share 50 mm carbon dynamic drivers, a spec that JBL pairs with Hi-Res Audio certification and Quantum Spatial Sound to give positional cues such as footsteps and gunfire greater clarity during competitive play.

The Quantum 850 is the premium gaming headset in the range, bringing Adaptive Noise Cancelling to the line-up.

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Connectivity marks the clearest split between models, since the Quantum 850, Quantum 650, Quantum 520 and Quantum 520X all offer dual wireless connections through a 2.4GHz dongle or Bluetooth, while the Quantum 120 relies on a wired 3.5mm connection instead.

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Console compatibility also varies across the range, with the Quantum 520X carrying Xbox certification for wireless play on Microsoft’s console, while the Quantum 120 supports PlayStation, Xbox and other major gaming consoles through its wired connection, and the Quantum 850 is compatible with iPad OS, PlayStation and Nintendo certified.

Battery life follows the same tiered pattern, with the Quantum 650 rated for up to 45 hours and the Quantum 520 and Quantum 520X each rated for up to 37 hours, all three gaining an extra hour from a five-minute charge.

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JBL Quantum 850 productJBL Quantum 850 product
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Comfort features carry across the range too, and both a silicone headband and breathable fabric ear cushions appear throughout the line-up, while colour choices range from Black and Ice to Coral and Purple, apart from a single Black-only option for the Quantum 520X.

Every model in the range also includes a detachable, noise-cancelling 6mm cardioid boom microphone designed to keep team callouts clear during high-pressure moments, a feature that has become a baseline expectation across competitive gaming headsets at this price point.

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Carsten Olesen, President of Consumer Audio at HARMAN, said the updates reflect JBL’s strong entry into gaming audio and that the brand has used its latest innovations and expertise to evolve the Quantum range into a complete line-up for every level of player.

Quantum 520, Quantum 520X and Quantum 120 go on sale from 26 August, with the Quantum 650 already available, and pricing spans £39.99 for the wired Quantum 120 up to £129.99 for the Quantum 650. The Quantum 850 is due to go on sale the 1st October for £249.99 / €279.99.

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iPhone Ultra leak claims Apple is bringing back red

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A new leak claims Apple’s first foldable iPhone, the iPhone Ultra, could bring back a red finish, but the images raise more questions than they answer.

On Wednesday, longtime Apple leaker Evan Blass suggested that Apple will revive a much-missed color for its yet-unannounced iPhone Ultra. In his post to X, he showcases a few renders of the iPhone Ultra in white, black, and red.

It’s notable, as Apple hasn’t released a red iPhone since 2022, when it released the iPhone 14 and iPhone SE 3 as part of a (PRODUCT)RED partnership.

Blass’ image is not an official render. A charitable read is that it’s a mockup of a rumor; at worst it’s a complete fabrication.

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The battery icon, for example, is not what we’re expecting to see in iOS 27. It’s not what you’d see in iOS 26, either.

iPhone lock screen showing 2:59 time, date Wednesday August 26, cloudy weather details, waxing moon info, and a colorful background of pink flowers against a bright blue sky

The battery icon in iOS 26, with significantly thinner lines and a swipe down indicator for Control Center

It seems likely that the images are AI-generated. So take the rumor with a grain of salt, especially because no other rumors have corroborated such an idea.

In fact, more rumors have suggested that the device could come in a single color: white.

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Regardless of whether or not Apple releases one color or three, the device will sell out quickly anyway.

Apple is expected to announce the iPhone 18 Pro and iPhone Ultra on September 9 at 10:00 am PDT and 1:00 pm EDT as part of its “Surprise and shine” event. You can learn how and when to tune in with our helpful guide.

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