🧠 Meta's Million-Token Open AI Has a 1TB Appetite

Think bigger, Tech Insiders.

Meta's local AI needs roughly a terabyte of RAM across multiple Macs, Microsoft is planning gigawatt-scale deployments of its own AI chips, and phishing suppliers helped fuel more than a billion malicious messages.

Apparently, nobody ordered the small.

Here's what you need to know today:

Meta's Open AI Needs 1TB of Mac Memory

Apparently, corporate grudges have a RAM limit.

Meta released Muse Spark Open on Thursday, trailing right behind this week's proprietary Muse Wonder launch. But unlike its corporate siblings, Spark Open lets developers download the raw weights for free—provided you don't mind dropping a small mortgage on the hardware to run it.

Packing 816 billion parameters and a massive 1-million-token context window, the multimodal beast natively digests text, code, audio, video, and images. Meta claims its internal trials included fully on-device operations like editing DaVinci Resolve video timelines and pushing code fixes directly to an iOS app—all without pinging a remote cloud server.

Your trusty MacBook Air can sit this one out. Running the model locally requires roughly 1TB of unified RAM. That's either four 256GB Mac Studios linked together or two 512GB M5 Ultra behemoths when that larger configuration expected later this month finally ships. The Wall Street Journal estimates compatible Mac setups will cross the $40,000 threshold. So while the software download is technically free, it makes for a shockingly pricey desk ornament.

After half a decade of passive-aggressive privacy feuds, Apple and Meta actually worked together to optimize the model for Apple's MLX framework. Meta AI chief Alexandr Wang credited former Apple executive Daniel Gross, now at Meta, with brokering the unlikely truce. His assessment to Axios: "We're excited for mommy and daddy to be playing nice again."

Don't shed a tear for Jensen Huang, either. Meta trained the model on Nvidia's GB300 NVL72 systems, and Team Green is happily supporting GPU deployments for anyone not buying Mac hardware by the pallet.

Why it matters: On-device execution keeps sensitive developer prompts off Meta's servers and could dramatically slice long-term cloud bills for heavy users. Apple gets to sell eye-wateringly expensive hardware, Meta gets broad open-weight adoption, and your IT department gets to explain to finance why its coding assistant needs four separate computers to run.

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Insider Intel

Apple's China AI Rollout Leaves New Siri Behind

Apple Intelligence is clearing customs. Its newest Siri is still waiting.

Apple is reportedly aiming for a December rollout of Apple Intelligence in mainland China via iOS 27.3, but the fancy new Siri AI is getting left at the border. After years of regulatory purgatory, the initial release will offer a remarkably trimmed-down toolset.

There's a smaller appetizer coming sooner. Apple Executive Chairman Tim Cook told The Paper on Thursday that a few core features have finally scored approval for a late-October beta. That test includes Live Translation, Writing Tools, and Clean Up in Photos—though Cook coyly dodged confirming the December timeline.

Bloomberg's reported December lineup adds notification summaries and original Genmoji to the mix, while strictly banishing Image Playground, upgraded Genmoji, and the revamped Siri. Throw in app-specific restrictions on text generation, and you're getting Apple's greatest hits from 2024 instead of the new album.

The red tape doesn't end at launch, either. Apple's partnership with Alibaba reportedly includes a screening mechanism that lets regulators thoroughly babysit future AI model updates. Meanwhile, local rivals like Huawei, Xiaomi, and Oppo are happily flaunting their own native AI capabilities while Apple plays catch-up.

For IT teams, mainland China just became a completely separate deployment puzzle. Apple's documentation confirms that existing compatible hardware will support the initial capabilities, saving you an immediate upgrade headache. Just triple-check those local data-handling terms before promising your employees a futuristic assistant experience.

Designed in California. Availability assembled separately.

Security Alerts

Spyware Ads Don't Need You to Click

A nightmare scenario has officially arrived: zero-click spyware delivered through targeted online ads. Dubbed AdFection, the technique infects your device just by loading an ad—no clicking required. A new report links Israeli ad firm Discover-Tech's infrastructure to Candiru's mercenary spyware.

At least 45 Al Jazeera Windows devices were targeted in 2024 and 2025. The dragnet was vastly wider, silently loading ads across 70,000 mobile apps and 120,000 websites. While an ad impression doesn't guarantee infection, the exposure footprint is staggering.

Discover-Tech sat comfortably on Google's and IAB Europe's approved vendor lists for years before getting booted this week. So much for rigorous vetting.

Researchers advise using trusted ad blockers, disabling ad tracking, and resetting mobile advertising IDs. Organizations should block ads at network gateways.

Apparently, "don't click suspicious links" desperately needs a sequel.

Microsoft Hits a Billion-Message Phishing Network

Microsoft and Health-ISAC just disrupted phishing infrastructure that fueled over 1 billion malicious messages targeting 75,000 organizations since January.

Armed with a federal court order, the partners seized domains propping up YAM Store, CoGUI, and Iron Man, while Microsoft nuked over 20,000 YAM-linked accounts.

This criminal bazaar bundled cloud access with ready-made scams. Hustlers scooped up expired school and nonprofit domains, resurrected the websites, and used that wholesome cover to fraudulently acquire Microsoft 365 accounts for resale. Yes, your fake unpaid toll bill had a corporate supply chain.

This takedown doesn't automatically secure exposed environments. Microsoft urges defenders to deploy passkeys, audit Defender for Office 365 settings, and actively hunt for anomalous sign-ins to terminate compromised sessions.

Even phishing has a procurement department.

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Industry Shakeups

Microsoft's Maia 300 Takes Aim at AI Costs

Microsoft unveiled the Maia 300 earlier this week, slating production deployments for 2027 with a grand mission to make its homegrown silicon the primary engine for AI inference across its product suite. That's the grunt work of actually running trained models to answer questions instead of just staring blankly at a prompt.

This expansion comes with an appetite that would make a utility company blush. Microsoft is plotting multi-gigawatt deployments of the Maia family starting next year, while Reuters reports a stash of potentially more than 1 million Maia 300 chips in 2027. Looks like Nvidia's favorite customer is finally getting serious about cutting the cord.

Microsoft expects the Maia 300 to pump out 40% more tokens per megawatt than "leading GPU-based systems"—conveniently refusing to name whose GPUs those might be. It also boasts up to seven times the rack-scale token throughput of its own Maia 200. Sure, comparing apples to your own older, smaller apples is fun, but neither metric actually establishes a benchmark victory over Nvidia's Rubin platform.

The hardware crams 96 accelerators into a 167-kilowatt rack. Its chiplet design relies on TSMC's N2P process for the actual brainpower, while memory and networking are engineered to reduce the energy wasted shuffling data around. Because even AI needs to cut down on its miserable daily commute.

For Azure partners and customers, the ultimate payoff remains a giant question mark. Maia is strictly an inside job serving Microsoft's own infrastructure right now, with no separate rental offering on the menu. As Channel Insider wisely points out, Microsoft's newfound hardware efficiency doesn't automatically trickle down into customer savings. You might want to wait for actual service performance and contract pricing before promising your boss a smaller cloud bill.

Right now, Microsoft's only customer for cheaper AI is... Microsoft.

Meet Our Author

Justin Meyers

Writer/Editor at TechnologyAdvice

Justin Meyers is an investigative writer and editor who draws on over a decade of meticulous hands-on research to deliver the full, trustworthy story behind consumer and enterprise tech, including cybersecurity.

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