Connect with us

Tech

OpenAI launches GPT-5.4 with native computer use mode, financial plugins for Microsoft Excel, Google Sheets

Published

on

The AI updates aren’t slowing down. Literally two days after OpenAI launched a new underlying AI model for ChatGPT called GPT-5.3 Instant, the company has unveiled another, even more massive upgrade: GPT-5.4.

Actually, GPT-5.4 comes in two varieties: GPT-5.4 Thinking and GPT-5.4 Pro, the latter designed for the most complex tasks.

Both will be available in OpenAI’s paid application programming interface (API) and Codex software development application, while GPT-5.4 Thinking will be available to all paid subscribers of ChatGPT (Plus, the $20-per-month plan, and up) and Pro will be reserved for ChatGPT Pro ($200 monthly) and Enterprise plan users.

ChatGPT Free users will also get a taste of GPT-5.4, but only when their queries are auto-routed to the model, according to an OpenAI spokesperson.

Advertisement

The big headlines on this release are efficiency, with OpenAI reporting that GPT-5.4 uses far fewer tokens (47% fewer on some tasks) than its predecessors, and, arguably even more impressively, a new “native” Computer Use mode available through the API and its Codex that lets GPT-5.4 navigate a users’ computer like a human and work across applications.

The company is also releasing a new suite of ChatGPT integrations allowing GPT-5.4 to be plugged directly into users’ Microsoft Excel and Google Sheets spreadsheets and cells, enabling granular analysis and automated task completion that should speed up work across the enterprise, but may make fears of white collar layoffs even more pronounced on the heels of similar offerings from Anthropic’s Claude and its new Cowork application.

OpenAI says GPT-5.4 supports up to 1 million tokens of context in the API and Codex, enabling agents to plan, execute, and verify tasks across long horizons— however, it charges double the cost per 1 million tokens once the input exceeds 272,000 tokens.

Native computer use: a step toward autonomous workflows

The most consequential capability OpenAI highlights is that GPT-5.4 is its first general-purpose model released with native, state-of-the-art computer-use capabilities in Codex and the API, enabling agents to operate computers and carry out multi-step workflows across applications.

Advertisement

OpenAI says the model can both write code to operate computers via libraries like Playwright and issue mouse and keyboard commands in response to screenshots. OpenAI also claims a jump in agentic web browsing.

Benchmark results are presented as evidence that this is not merely a UI wrapper.

On BrowseComp, which measures how well AI agents can persistently browse the web to find hard-to-locate information, OpenAI reports GPT-5.4 improving by 17% absolute over GPT-5.2, and GPT-5.4 Pro reaching 89.3%, described as a new state of the art.

On OSWorld-Verified, which measures desktop navigation using screenshots plus keyboard and mouse actions, OpenAI reports GPT-5.4 at 75.0% success, compared to 47.3% for GPT-5.2, and notes reported human performance at 72.4%.

Advertisement

On WebArena-Verified, GPT-5.4 reaches 67.3% success using both DOM- and screenshot-driven interaction, compared to 65.4% for GPT-5.2. On Online-Mind2Web, OpenAI reports 92.8% success using screenshot-based observations alone.

OpenAI also links computer use to improvements in vision and document handling. On MMMU-Pro, GPT-5.4 reaches 81.2% success without tool use, compared with 79.5% for GPT-5.2, and OpenAI says it achieves that result using a fraction of the “thinking tokens.”

On OmniDocBench, GPT-5.4’s average error is reported at 0.109, improved from 0.140 for GPT-5.2. The post also describes expanded support for high-fidelity image inputs, including an “original” detail level up to 10.24M pixels.

OpenAI positions GPT-5.4 as built for longer, multi-step workflows—work that increasingly looks like an agent keeping state across many actions rather than a chatbot responding once.

Advertisement

Tool search and improved tool orchestration

As tool ecosystems get larger, OpenAI argues that the naive approach—dumping every tool definition into the prompt—creates a tax paid on every request: cost, latency, and context pollution.

GPT-5.4 introduces tool search in the API as a structural fix. Instead of receiving all tool definitions upfront, the model receives a lightweight list of tools plus a search capability, and it retrieves full tool definitions only when they’re actually needed.

OpenAI describes the efficiency win with a concrete comparison: on 250 tasks from Scale’s MCP Atlas benchmark, running with 36 MCP servers enabled, the tool-search configuration reduced total token usage by 47% while achieving the same accuracy as a configuration that exposed all MCP functions directly in context.

That 47% figure is specifically about the tool-search setup in that evaluation—not a blanket claim that GPT-5.4 uses 47% fewer tokens for every kind of task.

Advertisement

Improvements for developers and coding workflows

OpenAI’s coding pitch is that GPT-5.4 combines the coding strengths of GPT-5.3-Codex with stronger tool and computer-use capabilities that matter when tasks aren’t single-shot.

GPT-5.4 matches or outperforms GPT-5.3-Codex on SWE-Bench Pro while being lower latency across reasoning efforts.

Codex also gets workflow-level knobs. OpenAI says /fast mode delivers up to 1.5× faster performance across supported models, including GPT-5.4, describing it as the same model and intelligence “just faster.”

And it describes releasing an experimental Codex skill, “Playwright (Interactive)”, meant to demonstrate how coding and computer use can work in tandem—visually debugging web and Electron apps and testing an app as it’s being built.

Advertisement

OpenAI for Microsoft Excel and Google Sheets

Alongside GPT-5.4, OpenAI is announcing a suite of secure AI products in ChatGPT built for enterprises and financial institutions, powered by GPT-5.4 for advanced financial reasoning and Excel-based modeling.

The centerpiece is ChatGPT for Excel and Google Sheets (beta), which OpenAI describes as ChatGPT embedded directly in spreadsheets to build, analyze, and update complex financial models using the formulas and structures teams already rely on.

The suite also includes new ChatGPT app integrations intended to unify market, company, and internal data into a single workflow, naming FactSet, MSCI, Third Bridge, and Moody’s.

And it introduces reusable “Skills” for recurring finance work such as earnings previews, comparables analysis, DCF analysis, and investment memo drafting.

Advertisement

OpenAI anchors the finance push with an internal benchmark claim: model performance increased from 43.7% with GPT-5 to 88.0% with GPT-5.4 Thinking on an OpenAI internal investment banking benchmark.

Measuring AI performance against professional work

OpenAI leans on benchmarks intended to resemble real office deliverables, not just puzzle-solving. On GDPval, an evaluation spanning “well-specified knowledge work” across 44 occupations, OpenAI reports that GPT-5.4 matches or exceeds industry professionals in 83.0% of comparisons, compared to 71.0% for GPT-5.2.

The company also highlights specific improvements in the kinds of artifacts that tend to expose model weaknesses: structured tables, formulas, narrative coherence, and design quality.

In an internal benchmark of spreadsheet modeling tasks modeled after what a junior investment banking analyst might do, GPT-5.4 reaches a mean score of 87.5%, compared to 68.4% for GPT-5.2.

Advertisement

And on a set of presentation evaluation prompts, OpenAI says human raters preferred GPT-5.4’s presentations 68.0% of the time over GPT-5.2’s, citing stronger aesthetics, greater visual variety, and more effective use of image generation.

Improving reliability and reducing hallucinations

OpenAI describes GPT-5.4 as its most factual model yet and connects that claim to a practical dataset: de-identified prompts where users previously flagged factual errors. On that set, OpenAI reports GPT-5.4’s individual claims are 33% less likely to be false and its full responses are 18% less likely to contain any errors compared to GPT-5.2.

In statements provided to VentureBeat from OpenAI and attributed early GPT-5.4 testers, Daniel Swiecki of Walleye Capital says that on internal finance and Excel evaluations, GPT-5.4 improved accuracy by 30 percentage points, which he links to expanded automation for model updates and scenario analysis.

Brendan Foody, CEO of Mercor, calls GPT-5.4 the best model the company has tried and says it’s now top of Mercor’s APEX-Agents benchmark for professional services work, emphasizing long-horizon deliverables like slide decks, financial models, and legal analysis.

Advertisement

Pricing and availability

In the API, OpenAI says GPT-5.4 Thinking is available as gpt-5.4 and GPT-5.4 Pro as gpt-5.4-pro. Pricing is as follows:

  • GPT-5.4: $2.50 / 1M input tokens; $15 / 1M output tokens

  • GPT-5.4 Pro: $30 / 1M input tokens; $180 / 1M output tokens

  • Batch + Flex: half-rate; Priority processing: 2× rate

This makes GPT-5.4 among the more expensive models to run over API compared to the entire field, as seen in the table below.

Model

Input

Advertisement

Output

Total Cost

Source

Qwen 3 Turbo

Advertisement

$0.05

$0.20

$0.25

Alibaba Cloud

Advertisement

Qwen3.5-Flash

$0.10

$0.40

$0.50

Advertisement

Alibaba Cloud

deepseek-chat (V3.2-Exp)

$0.28

$0.42

Advertisement

$0.70

DeepSeek

deepseek-reasoner (V3.2-Exp)

$0.28

Advertisement

$0.42

$0.70

DeepSeek

Grok 4.1 Fast (reasoning)

Advertisement

$0.20

$0.50

$0.70

xAI

Advertisement

Grok 4.1 Fast (non-reasoning)

$0.20

$0.50

$0.70

Advertisement

xAI

MiniMax M2.5

$0.15

$1.20

Advertisement

$1.35

MiniMax

Gemini 3.1 Flash-Lite

$0.25

Advertisement

$1.50

$1.75

Google

MiniMax M2.5-Lightning

Advertisement

$0.30

$2.40

$2.70

MiniMax

Advertisement

Gemini 3 Flash Preview

$0.50

$3.00

$3.50

Advertisement

Google

Kimi-k2.5

$0.60

$3.00

Advertisement

$3.60

Moonshot

GLM-5

$1.00

Advertisement

$3.20

$4.20

Z.ai

ERNIE 5.0

Advertisement

$0.85

$3.40

$4.25

Baidu

Advertisement

Claude Haiku 4.5

$1.00

$5.00

$6.00

Advertisement

Anthropic

Qwen3-Max (2026-01-23)

$1.20

$6.00

Advertisement

$7.20

Alibaba Cloud

Gemini 3 Pro (≤200K)

$2.00

Advertisement

$12.00

$14.00

Google

GPT-5.2

Advertisement

$1.75

$14.00

$15.75

OpenAI

Advertisement

Claude Sonnet 4.6

$3.00

$15.00

$18.00

Advertisement

Anthropic

GPT-5.4

$2.50

$15.00

Advertisement

$17.50

OpenAI

Gemini 3 Pro (>200K)

$4.00

Advertisement

$18.00

$22.00

Google

Claude Opus 4.6

Advertisement

$5.00

$25.00

$30.00

Anthropic

Advertisement

GPT-5.2 Pro

$21.00

$168.00

$189.00

Advertisement

OpenAI

GPT-5.4 Pro

$30.00

$180.00

Advertisement

$210.00

OpenAI

Another important note: with GPT-5.4, requests that exceed 272,000 input tokens are billed at 2X the normal rate, reflecting the ability to send prompts larger than earlier models supported.

In Codex, compaction defaults to 272k tokens, and the higher long-context pricing applies only when the input exceeds 272k—meaning developers can keep sending prompts at or under that size without triggering the higher rate, but can opt into larger prompts by raising the compaction limit, with only those larger requests billed differently.

Advertisement

An OpenAI spokesperson said that in the API the maximum output is 128,000 tokens, the same as previous models.

Finally, on why GPT-5.4 is priced higher at baseline, the spokesperson attributed it to three factors: higher capability on complex tasks (including coding, computer use, deep research, advanced document generation, and tool use), major research improvements from OpenAI’s roadmap, and more efficient reasoning that uses fewer reasoning tokens for comparable tasks—adding that OpenAI believes GPT-5.4 remains below comparable frontier models on pricing even with the increase.

The broader shift

Across the release and the follow-up clarifications, GPT-5.4 is positioned as a model meant to move beyond “answer generation” and into sustained professional workflows—ones that require tool orchestration, computer interaction, long context, and outputs that look like the artifacts people actually use at work.

OpenAI’s emphasis on token efficiency, tool search, native computer use, and reduced user-flagged factual errors all point in the same direction: making agentic systems more viable in production by lowering the cost of retries—whether that retry is a human re-prompting, an agent calling another tool, or a workflow re-running because the first pass didn’t stick.

Advertisement

Source link

Continue Reading
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Tech

Railway End Table Powered By Hand Crank

Published

on

Most end tables that you might find in a home are relatively static objects. However, [Peter Waldraff] of Tiny World Studios likes to build furniture that’s a little more interesting. Thus came about this beautiful piece with a real working railway built right in.

The end table was built from scratch, with [Peter] going through all the woodworking steps required to assemble the piece. The three-legged wooden table is topped with a tiny N-scale model railway layout, and you get to see it put together including the rocks, the grass, and a beautiful epoxy river complete with a bridge. The railway runs a Kato Pocket Line trolley, but the really neat thing is how it’s powered.

[Peter] shows us how a small gearmotor generator was paired with a bridge rectifier and a buck converter to fill up a super capacitor that runs the train and lights up the tree on the table. Just 25 seconds of cranking will run the train anywhere from 4 to 10 minutes depending on if the tree is lit as well. To top it all off, there’s even a perfect coaster spot for [Peter]’s beverage of choice.

Advertisement

It’s a beautiful kinetic sculpture and a really fun way to build a small model railway that fits perfectly in the home. We’ve featured some other great model railway builds before, too.

Advertisement

Source link

Continue Reading

Tech

By any other name: A18 Pro is just as good a Mac chip as M4 for most

Published

on

People are losing their minds over Apple’s decision to put an iPhone chip in the MacBook Neo. All it shows is that they really don’t understand the engineering of Apple Silicon.

Colorful glowing square chip labeled Apple A18 Pro centered on a dark background filled with faint outlines of various electronic devices and accessories
Apple’s A18 Pro is more than an iPhone chip

After years of rumors, the budget MacBook was revived on March 4, 2026. The MacBook Neo is its name, and people are already losing their minds over one key cost-cutting decision.
The MacBook Neo has the A18 Pro at its heart, the same chip that powered the iPhone 16 Pro. It’s something that had been rumored, yet still seems to have blindsided some of those looking to create a fuss on social media.
Continue Reading on AppleInsider | Discuss on our Forums

Source link

Continue Reading

Tech

SunBriteTV’s latest effort is a challenger to the Samsung Terrace

Published

on

SunBriteTV has launched the Veranda 4, a full-shade outdoor 4K smart TV series that takes direct aim at the covered patio market where Samsung’s Terrace line has established the dominant commercial presence over the past several years.

The outdoor TV category has expanded steadily as homeowners invest in permanent alfresco entertainment setups, with weatherproofed screens becoming a standard fixture in residential outdoor living spaces alongside dedicated outdoor audio systems and covered kitchen installations.

The Veranda 4 enters that market with 600-nit brightness driven by a direct LED backlight, a figure SunBriteTV claims sits 58% higher than its previous generation, giving the panel the output needed to hold picture quality in partially shaded environments without washing out in ambient daylight.

An IP55-rated aluminium exterior handles rain, heat, and humidity, while internal components carry additional protective coatings, and SunBriteTV’s Eco Bright Outdoor Technology prevents backlight failure at operating temperatures up to 50 degrees Celsius, covering the range of conditions a permanently mounted outdoor screen would face across summer months in most North American climates.

Advertisement

LG’s WebOS powers the smart platform, supporting access to a wide variety of third-party streaming apps such as Netflix and Disney+. There’s also a redesigned media bay tucked discreetly within the chassis, giving users flexibility to run their own streaming devices without visible cable clutter behind the screen.

Advertisement

Connectivity covers built-in Wi-Fi, Bluetooth 5.0, and voice control, with two integrated 8-watt loudspeakers handling audio for everyday viewing without requiring a separate outdoor sound system for basic use cases.

The Samsung Terrace, which similarly targets covered outdoor environments and carries comparable weatherproofing credentials, starts at a higher price point than the Veranda 4, giving SunBriteTV a potential cost advantage in the residential installation market where budget often determines product selection alongside brand recognition.

Advertisement

The Veranda 4 is available now in 65-inch and 75-inch sizes, priced at $3,198.95 and $4,648.95 respectively, with additional screen sizes launching later in 2026.

Source link

Advertisement
Continue Reading

Tech

TCL Debuts CrystalClip Wireless Earbuds Along With Swarovski Crystal Edition

Published

on

At MWC 2026 this week, TCL expanded its personal audio lineup with the new CrystalClip open-ear wireless earbuds, including a premium CrystalClip with Crystals by Swarovski edition. While TCL is best known globally for its televisions, the company has steadily built a presence in the true wireless category with models such as the MOVEAUDIO S600, Neo, and S180.

The new CrystalClip series signals a deeper push into the fast-growing open-ear clip-on earbud segment, combining air conduction audio technology, AI-driven features, and extended battery life with a design focused on all-day comfort.

Tip: Watch our TCL CrystalClip news brief on YouTube

Air Conduction vs. Bone Conduction: What’s the Difference?

Open-ear clip-on earbuds rely on air conduction to deliver sound into your ears, directing audio toward the ear canal without sealing it off. This approach has gained traction because it tends to provide a more natural fit, greater long-term comfort, and fuller sound layering with more balanced bass, mids, and treble compared with most bone-conduction designs. At the same time, the open design keeps your ears unobstructed, allowing you to remain aware of your surroundings—an important advantage for commuting, exercising outdoors, or everyday listening where safety and environmental awareness still matter.

Advertisement
tcl-crystalclip-clip-on-earbuds
TCL CrystalClip Wireless Earbuds with Charging Case

Clip-on Design Prioritizes Awareness and All Day Comfort

The clip-on form factor of the TCL CrystalClip is designed to keep listeners aware of their surroundings while enjoying music, podcasts, or calls. Because the earbuds rest outside the ear canal, users can still hear approaching traffic, public announcements, or nearby conversations without removing the earbuds. This open design supports everyday situational awareness while maintaining continuous playback.

To balance comfort with stability, TCL integrates an ergonomic clip structure engineered for consistent contact without excessive pressure. The CrystalClip applies approximately 43 grams of clamping force to help maintain a secure fit across different ear shapes. A titanium arch bridge reinforces the clip mechanism, contributing to durability and shape retention over extended use.

Each earbud weighs just 5.5 grams, minimizing fatigue during long listening sessions. With an IPX4 water resistance rating, the CrystalClip is built to withstand sweat and light splashes, making it suitable for office use, workouts, commuting, and daily mobility. 

tcl-crystalclip-swaroski-earbuds
TCL CrystalClip with Crystals by Swarovski

Blending Technology & Style

Beyond comfort and stability, the TCL CrystalClip combines practical audio engineering with a design intended to complement everyday style. The earbuds feature a streamlined clip-on silhouette that sits close to the ear, allowing them to function not only as a listening device but also as a subtle accessory. The compact shape and balanced proportions help maintain a clean, understated appearance suitable for commuting, office environments, or casual use.

For users who prefer a more fashion-forward option, TCL also offers a CrystalClip with Crystals by Swarovski edition. This version incorporates decorative crystal elements that add a subtle visual accent while maintaining full functionality, including charging and wireless connectivity. The result is a design that blends personal audio technology with a touch of jewelry-inspired styling.

Advertisement

Immersive Audio Experience

Inside the TCL CrystalClip, a 10.8 mm dual-magnetic dynamic driver forms the foundation of its audio performance. The driver is paired with 3D spatial audio processing, designed to create a wider and more layered listening presentation for music, podcasts, and video content while maintaining clarity across highs, mids, and bass.

TCL also incorporates enhanced bass tuning to add greater depth and presence to everyday listening. While the open-ear design prioritizes comfort and environmental awareness, the tuning aims to maintain a balanced and engaging sound profile suitable for a wide range of content.

Advertisement. Scroll to continue reading.

For connectivity, Bluetooth enables wireless playback from smartphones, tablets, and other compatible devices. During calls, dual microphones with ENC (Environmental Noise Cancellation) help reduce background noise so voices remain clearer in busy environments such as cafés, public transit, or crowded streets.

Advertisement
tcl-crystalclip-swaroski-with-case
TCL CrystalClip Clip-on Wireless Earbuds with Crystals by Swarovski

Smart Interaction Powered by AI

Beyond audio playback, the TCL CrystalClip is designed to support communication and everyday productivity through a range of smart features. Touch controls on the earbuds allow users to manage playback, answer calls, and activate additional functions directly from the earbud surface. When paired with compatible TCL smartphones and supported apps, users can also access simultaneous interpretation features, enabling real-time multilingual communication for travel, meetings, or everyday interactions.

CrystalClip also provides quick access to popular voice assistants, including Siri, Google Assistant, and Google Gemini. This allows users to check information, manage schedules, control smart devices, or send messages using voice commands, keeping interactions hands-free while on the move.

All-Day Listening

TCL’s CrystalClip provides up to 36 hours of total battery life and fast charging that delivers hours of playback in just minutes. Bluetooth 5.4 connectivity and dual-device seamless switching further enhance convenience, enabling seamless transitions between smartphones, tablets, and other connected devices.

Comparison

Crystal Clip / Swarovski Edition Sony LinkBuds Clip Bose Ultra Open
Product Type  Wireless Earbuds Wireless Earbuds Wireless Earbuds
Wearing Style Clip-On Clip-On Clip-On
Price $100 / $200 (unconfirmed) $228 $299
Noise Cancelling Yes Yes
Driver 10.8 mm 11mm  12mm 
MIC 2 mic per earbud 2 mic per earbud 2 mic per earbud
MIC Type MEMS MEMS MEMS
Voice Assistant Yes – Native VA Google Assistant, Siri, and Gemini Live Siri, Google Assistant
EQ 3 modes – Bass, Balanced, Podcast Yes  3-band (Bass, Mid, Treble) via app
Lag-free Mode 127ms
OS Android, iOS, Windows Android, iOS  Android, iOS 
Bluetooth Version 5.4 5.3 5.3
Bluetooth Codec Support SBC, AAC SBC, AAC, LC3 SBC, AAC
Google Fast Pair*  Yes Yes Yes
App TCL HOME App Sound Connect App Bose Music App
IP rating IPX4 IPX4 IPX4
Charging Port USB-C USB-C USB-C
Playback Time – Earbuds 8 hours 8 hours 7 hours
Playback Time – With Case 36 hours 14 hours 19.5 hours
Charging Time – Earbuds 1.5 hours 1.5 hours 1 hour 
Charging Time – Case 2 hours 3 hours 3 hours
Fast Charging 15-minutes = 3 hours of playback 3-minutes = 1 hour of playback 10 min = 2 hours of playback
LED lights on the Charging Case Yes Yes Yes
Earbud Weight 5.5 g 6.4 g  6.35 g
Case dimension (HxWxD) 65 x 52 x 29.2 mm 50.4 x 50.4 x 32.6 mm 41.9 x 65 x 26.4 mm
Case Weight 38 g 42 g 44 g
Colors  Lunar White Black
Lavender
Green
Greige
Black
White Smoke
Sunset Iridescent
Carbon Blue
Chilled Lilac
Sandstone
Lunar Blue
Midnight Violet
Driftwood Sand
Moonlight Grey
Diamond 60th Edition
tcl-crystalclip-swarovski-lifestyle-woman
TCL CrystalClip with Crystals by Swarovski

The Bottom Line 

TCL has made significant progress in the television market over the past year, highlighted by flagship displays such as the TCL X11L SQD Mini LED TV and expanded manufacturing partnerships that have strengthened its global presence. With the introduction of the CrystalClip line at Mobile World Congress 2026, the company is clearly looking to extend that momentum into the highly competitive wireless earbud category. Although TCL has previously released models such as the MOVEAUDIO S600, Neo, and S180, its presence in personal audio has remained relatively low profile until now.

The CrystalClip series stands out by combining open ear clip-on design, air conduction audio, spatial sound processing, and AI-driven features at a price that undercuts many established competitors. In addition with CrystalClip with Crystals by Swarovski edition, TCL is leaning into the growing overlap between personal audio and wearable style. On the feature side, the earbuds compete with products such as the Sony LinkBuds Clip and Bose Ultra Open Earbuds, both of which offer similar open-ear concepts but at significantly higher prices.

What ultimately makes the CrystalClip unique is the combination of affordable pricing, fashion-forward styling, spatial audio support, and open-ear situational awareness in a lightweight clip-on design. The addition of a low-latency gaming mode broadens the appeal even further for mobile gamers who want wireless convenience without added delay.

Advertisement

For listeners curious about open-ear earbuds but unwilling to spend premium prices, the CrystalClip may offer an accessible entry point. Commuters, casual listeners, and style-conscious buyers looking for something different from traditional in-ear buds will likely find the concept appealing. Whether TCL can carve out meaningful market share in an already crowded wireless earbud space remains to be seen, but the CrystalClip lineup suggests the company intends to compete on features, design, and aggressive pricing rather than brand legacy alone.

tcl-crystalclip-swarovski-box

Price & Availability

Availability is expected across Asia-Pacific, Europe, and North America beginning March 2026.

Note: U.S. pricing is unconfirmed.

Advertisement

Source link

Continue Reading

Tech

Today’s NYT Strands Hints, Answer and Help for March 6 #733

Published

on

Looking for the most recent Strands answer? Click here for our daily Strands hints, as well as our daily answers and hints for The New York Times Mini Crossword, Wordle, Connections and Connections: Sports Edition puzzles.


Today’s NYT Strands puzzle has an unusual topic. Some of the answers are difficult to unscramble, so if you need hints and answers, read on.

I go into depth about the rules for Strands in this story

Advertisement

If you’re looking for today’s Wordle, Connections and Mini Crossword answers, you can visit CNET’s NYT puzzle hints page.

Read more: NYT Connections Turns 1: These Are the 5 Toughest Puzzles So Far

Hint for today’s Strands puzzle

Today’s Strands theme is: That’s dedication.

Advertisement

If that doesn’t help you, here’s a clue: I’m cheering you on.

Clue words to unlock in-game hints

Your goal is to find hidden words that fit the puzzle’s theme. If you’re stuck, find any words you can. Every time you find three words of four letters or more, Strands will reveal one of the theme words. These are the words I used to get those hints but any words of four or more letters that you find will work:

  • LORE, REST, RESTS, ROTE, ROTS, STORE, TENT, DOVE, DEVOTE, STEW, LONE

Answers for today’s Strands puzzle

These are the answers that tie into the theme. The goal of the puzzle is to find them all, including the spangram, a theme word that reaches from one side of the puzzle to the other. When you have all of them (I originally thought there were always eight but learned that the number can vary), every letter on the board will be used. Here are the nonspangram answers:

  • STAN, LOVER, DEVOTEE, FOLLOWER, ENTHUSIAST

Today’s Strands spangram

completed NYT Strands puzzle for March 6, 2026

The completed NYT Strands puzzle for March 6, 2026.

NYT/Screenshot by CNET

Today’s Strands spangram is YOURBIGGESTFAN. To find it, start with the Y that’s three letters down on the far-left vertical row, and wind down, up and over.

Advertisement

Source link

Continue Reading

Tech

Capacitor Memory Makes Homebrew Relay Computer Historically Plausible

Published

on

It’s one thing to create your own relay-based computer; that’s already impressive enough, but what really makes [DiPDoT]’s design special– at least after this latest video— is swapping the SRAM he had been using for historically-plausible capacitor-based memory.

A relay-based computer is really a 1940s type of design. There are various memory types that would have been available in those days, but suitable CRTs for Williams Tues are hard to come by these days, mercury delay lines have the obvious toxicity issue, and core rope memory requires granny-level threading skills. That leaves mechanical or electromechanical memory like [Konrad Zeus] used in the 30s, or capacitors. he chose to make his memory with capacitors.

It’s pretty obvious when you think about it that you can use a capacitor as memory: charged/discharged lets each capacitor store one bit. Charge is 1, discharged is 0. Of course to read the capacitor it must be discharged (if charged) but most early memory has that same read-means-erase pattern. More annoying is that you can’t overwrite a 1 with a 0– a separate ‘clear’ circuit is needed to empty the capacitor. Since his relay computer was using SRAM, it wasn’t set up to do this clear operation.

He demonstrates an auto-clearing memory circuit on breadboard, using 3 relays and a capacitor, so the existing relay computer architecture doesn’t need to change. Addressing is a bit of a cheat, in terms of 1940s tech, as he’s using modern diodes– though of course, tube diodes or point-contact diodes could conceivably pressed into service if one was playing purist. He’s also using LEDs to avoid the voltage draw and power requirements of incandescent indicator lamps. Call it a hack.

Advertisement

He demonstrates his circuit on breadboard– first with a 4-bit word, and then scaled up to 16-bit, before going all way to a massive 8-bytes hooked into the backplane of his Altair-esque relay computer. If you watch nothing else, jump fifteen minutes in to have the rare pleasure of watching a program being input via front panel with a complete explanation. If you have a few extra seconds, stay for the satisfyingly clicky run of the loop. The bonus 8-byte program [DiPDoT] runs at the end of the video is pure AMSR, too.

Yeah, it’s not going to solve the rampocalypse, any more than the initial build of this computer helped with GPU prices. That’s not the point. The point is clack clack clack clack clack, and if that doesn’t appeal, we don’t know what to tell you.

Advertisement

Source link

Continue Reading

Tech

Kristi Noem Misled Congress About Corey Lewandowski’s Role In DHS Contracts

Published

on

from the lawless-administration dept

This story was originally published by ProPublica. Republished under a CC BY-NC-ND 3.0 license.

Homeland Security Secretary Kristi Noem misled Congress on Tuesday about the powers of her controversial top aide Corey Lewandowski, according to records reviewed by ProPublica and four current and former DHS officials.

Lewandowski has an unusual role at DHS, where he is not a paid government employee but is nonetheless acting as a top official, helping Noem run the sprawling agency. For months, members of Congress have asked the agency to detail the scope of his work and authority. 

Advertisement

At a Senate Judiciary Committee hearing on Tuesday, Sen. Richard Blumenthal, D-Conn., asked Noem whether Lewandowski has “a role in approving contracts” at DHS. Noem responded with a flat denial: “No.”

But internal DHS records reviewed by ProPublica contradict Noem’s Senate testimony. The records show Lewandowski personally approved a multimillion-dollar equipment contract at the agency last summer. 

That was not a one-off. Lewandowski has approved numerous contracts at DHS and often needs to sign off on large ones before any money goes out the door, the current and former department employees said.

Last year, Noem imposed a new policy that consolidated her and her top aides’ power over all spending at DHS, requiring that she personally review and approve all contracts above $100,000. Before the contracts reach Noem, they must be approved by a series of political appointees, who each sign or initial a checklist sometimes referred to internally as a routing sheet. Typically, the last name on the checklist before Noem’s is Lewandowski’s, the DHS officials said.

Advertisement

Under federal law, it is a crime to “knowingly and willfully” make a false statement to Congress. But in practice, it is rarely prosecuted.

In a statement, a DHS spokesperson reiterated Noem’s claim. “Mr. Lewandowski does NOT play a role in approving contracts,” the spokesperson said. “Mr. Lewandowski does not receive a salary or any federal government benefits. He volunteers his time to serve the American people.” Lewandowski did not respond to a request for comment. 

Several news outletsincluding Politico, have previously reported on aspects of Lewandowski’s involvement in contracting at DHS. 

There have been widespread reports of delays caused by the new contract approval process at the agency, which has responsibilities spanning from immigration enforcement to disaster relief to airport security. DHS has asserted that the review process saved taxpayers billions of dollars. 

Advertisement

A similar sign-off process exists for other policy decisions at DHS. One of the checklists, about rolling back protections for Haitians in the U.S., emerged in litigation last year. It featured the signatures of several top DHS advisers. Under them was Lewandowski’s signature, and then Noem’s.

An internal Department of Homeland Security policy document from February 2025 shows agency officials, including top aide Corey Lewandowski and Noem — referred to as “S1,” signing off on a policy change. U.S. District Court for the District of Maryland. Scrim added by ProPublica for clarity.

Lewandowski is what’s known as a “special government employee,” a designation historically used to let experts serve in government for limited periods without having to give up their outside jobs. (At the beginning of the Trump administration, Elon Musk was one, too.) Special government employees have to abide by only some of the same ethics rules as normal officials and are permitted to have sources of outside income.

Lewandowski has declined to disclose whether he is being paid by any outside companies and, if so, who.

Filed Under: contracts, corey lewandowski, corruption, kristi noem, perjury, richard blumenthal

Advertisement

Source link

Continue Reading

Tech

Lenovo’s modular ThinkBook gambit blends enterprise grit with AI ambition and quietly distances itself from Project Ara’s collapse

Published

on


  • Lenovo reframes modular computing through enterprise durability requirements
  • The ThinkBook concept is more for fleets than consumers
  • System-level AI integration anchors the broader hardware strategy

At MWC 2026, Lenovo showed off a move toward modular hardware and system-level artificial intelligence, combining adaptive concepts with a broad commercial refresh.

The most conspicuous example of this is the ThinkBook Modular AI PC concept, which borrows a Lego-like philosophy of interchangeable parts and configurable layouts.

Source link

Advertisement
Continue Reading

Tech

Nothing’s cheaper over-ear headphones come in pink and yellow

Published

on

Nothing has officially unveiled its latest audio offering in the Headphone A, an over-ear model strategically aimed at a younger, style-conscious demographic.

Maintaining the brand’s signature transparent design aesthetic, the new headphones introduce vibrant Pink and Yellow colorways alongside the classic Black and White, positioning style as a key differentiator in the crowded audio market.

Positioned below the company’s flagship Headphone 1, the Headphone A serves as a more accessible entry point without significantly compromising on premium audio features. Key specifications include Hi-Res Audio certification and support for the high-fidelity LDAC wireless codec

The headphones also offer flexible listening options through both USB-C and traditional 3.5 mm wired connections. The battery life is alonger than most headphones, boasting up to 135 hours of playback (with the caveat of ANC being off).

Advertisement

Furthermore, a rapid charge feature delivers eight hours of listening time from just five minutes plugged in, addressing a crucial need for on-the-go users.

Advertisement

The core acoustic performance is driven by a 40 mm titanium-coated diaphragm driver, engineered to deliver robust deep bass and crisp, clear high notes.

Nothing Headphones A yellow versionNothing Headphones A yellow version
Image Credit (Nothing)

This hardware is complemented by AI-powered Dynamic Bass Enhancement technology. For noise management, the Headphone A incorporates ANC utilizing a dual feedforward and feedback microphone system with three distinct adjustable levels. 

A dedicated Transparency Mode is also included, allowing users to safely engage with their external environment when necessary.

Advertisement

Call quality is a strong focus, with Nothing equipping the Headphone A with three microphones paired with AI-boosted Clear Voice Technology. This system has been extensively trained on millions of conversational scenarios to guarantee crystal-clear, echo-free voice transmission. 

For entertainment, the headphones also feature Static Spatial Audio, offering immersive soundscapes through dedicated Cinema and Concert listening modes.

Advertisement

The design emphasizes both durability and user comfort. The unit features reinforced sliding arms and plush memory-foam ear cups for extended wear. An IP52 rating provides resistance against dust and light water exposure. Control features mechanical buttons, a Roller for precise volume and ANC adjustments, and a Paddle for seamless track navigation. 

Advertisement

All controls are fully customizable via the Nothing X companion app.

This release signals Nothing’s commitment to broadening its market appeal through value-driven innovation.

Source link

Advertisement
Continue Reading

Tech

Surging NAND costs could hurt Nintendo Switch 2 software sales

Published

on


Many associate the NAND crisis with higher priced memory sticks for desktops or laptops, more expensive consumer electronics like Raspberry Pi hobby boards, and smartphones with less RAM than we are accustomed to. Companies like Nintendo also have to be cognizant of how the shortage will affect software sales.
Read Entire Article
Source link

Continue Reading

Trending

Copyright © 2025