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FRIDAY, APRIL 3, 2026


Drone aerial view of disaster recovery operations
Analysis

Print Blockers Target 3D Printers

Three states want to brick 3D printers with mandatory print blockers. A legislative push in multiple U.S. states would require 3D printers to come with built-in censorship tech that only runs vendor-approved software and scans every print for “forbidden” shapes. The plan, backed by lawmakers seeking

Gemma 4: Byte for byte, the most capable open models
AI & Machine Learning

Gemma 4 opens a new era for open models

Gemma 4 is the most capable open model to date, and it’s aimed at real-world reasoning and agentic workflows rather than splashy demos alone. The DeepMind/Google team positions Gemma 4 as the latest milestone in a push toward truly usable open-weight AI that can plan, reason, and act in multi-step t

Elderly person using tablet with care app
Consumer Tech

AirPods Deals Persist as Apple Rolls Out AirPods 4

AirPods are on sale again—and the discounts won't quit. Apple’s late-2024 arrival of the AirPods 4 (two variants: a $129 standard model and a $179 with Active Noise Cancellation) is already spawning price drops across major retailers. The Verge’s latest round-up shows both versions regularly dipping

Smartwatch displaying health and fitness data
Consumer Tech

Granola notes privacy scare for AI notetakers

Granola’s AI-assisted note-taking looks great on paper—until you realize your meeting bullets aren’t as private as they should be. The Verge reports that Granola’s notes are “private by default” in name, but anyone with a link can view them, and those notes can be used for internal AI training unles

Robot demonstration at technology conference
Humanoids

What we’re watching next in humanoids

Boston Dynamics’ latest lab demo of its humanoid prototype hints at a future where a walking robot could fetch tools and negotiate stairs—but the path from demo reel to real-world work remains steep. The demonstration, described across IEEE Spectrum Robotics and The Robot Report, centers on a humano

People using consumer technology devices at table
Consumer Tech

Alienware Area-51 18: Oversize and Overpriced

Alienware’s Area-51 18 is a behemoth you play on, not carry. In hands-on reviews, testers called it a dazzling, heavy-duty showcase of laptop technology built for deep-pocketed gamers—the kind of machine that leans into its own size with a swagger. The verdict was blunt: it’s oversize, over-the-top,

Beat Coverage

AI & Machine Learning

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Researcher analyzing data on transparent display
AI & Machine Learning

What we’re watching next in ai-ml

Benchmarks are the new currency for AI claims. A quiet but decisive pivot is taking shape across the AI research ecosystem: researchers, funders, and engineers are leaning into reproducible benchmarks and transparent evaluation as the basis for what counts as “progress.” Signals from arXiv’s cs.AI l

Person using laptop with AI interface on screen
AI & Machine Learning

Humanoid Training Goes Home: Gig Workers Fuel AI Race

Gig workers strapped iPhones to their foreheads to train humanoid robots—at home. The hustle behind the robotics rush looks more like a gig economy-era reality show than a lab notebook: thousands of data recorders scattered in more than 50 countries, recording routine chores from laundry folding to

Data center server racks with blue lighting
AI & Machine Learning

AI Benchmarks Broken, Real-World Use Wins

Benchmarks are broken: AI ships in messy teams, not tidy tasks. AI benchmarks have long rested on a seductive idea: measure machines against humans on clean, single tasks, declare a winner, and call it a day. The latest MIT Technology Review piece argues that this framing is increasingly misleading.

The gig workers who are training humanoid robots at home
AI & Machine Learning

Gig workers train humanoid robots at home

A ring light and an iPhone strapped to the head are teaching tomorrow's robots. Two Technology Review pieces lay out a quiet, global shift: humanoid robots are learning not in pristine labs but in living rooms, kitchens, and studios—courtesy of gig workers who record themselves performing everyday c

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Consumer Tech

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