In a viral essay on X, “Something Big Is Happening,” Matt Shumer writes that the world is living through a moment similar to early Covid for artificial intelligence. The founder and CEO of OthersideAI argues that AI has crossed from useful assistant to general cognitive substitute. What’s more, AI is now helping build better versions of itself. Systems rivaling most human expertise could arrive soon.
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What that viral “Something big is happening” AI post gets wrong
While experts know transformative change is coming fast, normies are about to be blindsided. To stick with the pandemic-era metaphor, Tom Hanks is about to get sick.
Between Shumer’s essay and the resignation of Mrinank Sharma — he led Anthropic’s safety team and vague-posted quite the farewell letter warning that “the world is in peril” from “interconnected crises,” while hinting that the company “constantly face[s] pressures to set aside what matters most” even as it chases a $350 billion valuation — well…some people are starting to wig out. Or, more precisely, the folks already super-worried about AI are now super-worrying even harder.
Look, is it possible that AI models will soon indisputably meet various so-called weak AGI definitions, at minimum? Plenty of technologists, not to mention prediction markets, suggest it is. (As a reality check, though, I keep front of mind Google DeepMind CEO Demis Hassabis’s statement that we still need one or two AlphaGo-level technological breakthroughs to reach AGI.)
But rather than technological advances — and I have high confidence generative AI is a powerful general-purpose technology — let’s instead talk about some basic bottlenecks and constraints from the world of economics rather than computer science.
The long road from demo to deployment. The leap from “AI models are impressive, even more than you realize” to “everything changes imminently” requires ignoring how economies actually absorb new technologies. Electrification took decades to redesign factories around. The internet didn’t change retail overnight. AI adoption currently covers fewer than one in five US business establishments. Deploying it across large, regulated, risk-averse institutions demands heavy complementary investment in data infrastructure, process redesign, compliance frameworks, and worker retraining. (Economists term this the productivity J-curve.) Indeed, early-stage spending can actually depress measured output before visible gains arrive.
Richer doesn’t always mean busier. Let’s grant the optimists — and I certainly consider myself pretty darn optimistic — their assumption about fast-advancing AI capability. Output still doesn’t explode on a dime. Richer societies historically choose more leisure — earlier retirements, short workweeks — not more time at the office or factory floor. Economist Dietrich Vollrath has pointed out that higher productivity doesn’t mechanically translate into faster growth if households respond by supplying less labor. Welfare might rise substantially while headline GDP growth stays relatively modest.
The slowest sector sets the speed limit. Even if AI makes some services far cheaper, demand does not expand without limit. Spending shifts toward sectors that resist automation — health care, education, in-person experiences — where output is tied more tightly to human time. (This is the famous “Baumol effect” or “cost disease.”) As wages rise economy-wide, labor-intensive sectors with weak productivity growth claim a larger share of income. The result: Even spectacular AI gains may yield only moderate growth in overall productivity.
The economy’s narrowest pipe. In a system built from many complementary pieces, explains economist Charles Jones, the narrowest pipe determines the flow. AI can accelerate coding, drafting, and research all it wants. But if energy infrastructure, physical capital, regulatory approval, or human decision-making move at ordinary speeds, those become the binding constraints that limit how fast the whole economy can grow.
Economies are adaptive, complex, wonderful systems. They create the physical objects that embody and accumulate complex information — what economist Cesar Hidalgo elegantly calls “crystals of imagination.” And when they change, they adjust through gradual reorganization and reallocation, not through sudden collapse or instant takeoff. I mean, that should be your baseline scenario.
Now, a degree of urgency may be warranted. (Shumer’s advice to embrace the most capable AI tools now and weave them into your daily work seems prudent.) Panic-inducing analogies to early 2020 probably are not.
This piece originally appeared in Pethokoukis’s newsletter “Faster, Please!”
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Apple's long-awaited HomeHub rumored to launch in fall 2026
The mystical, shareable tablet device that will act as the central control unit of your Apple Home could finally arrive in late 2026 if a leaker with a limited history is right.

Apple HomeHub could launch in the fall
If you’ve been following AppleInsider long enough, you might have heard of Apple EVT/DVT collector Kosutami. They’re a great social media follow for pictures of products that have never seen the light of day, but occasionally, they share a possible leak.
On Thursday, Kosutami shared that the “HomePad” was coming in fall. They’re a little more old school in their leaking, providing only a cryptic message.
Rumor Score: 🤔 Possible
Continue Reading on AppleInsider | Discuss on our Forums
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The MacBook Neo sets a new standard for recycled content
Apple’s newly announced MacBook Neo might look like just another addition to the company’s laptop lineup. However, it quietly marks a significant milestone for Apple’s environmental goals.
According to Apple, the MacBook Neo contains 60% recycled content by weight. This is the highest percentage of recycled material used in any Apple product so far.
That figure is largely driven by the laptop’s enclosure. Apple says the MacBook Neo uses 90% recycled aluminium overall, paired with 100% recycled cobalt in the battery.
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The chassis is also produced using a more material-efficient forming process. This process uses 50% less aluminium compared to traditional machining methods. As a result, it helps push the recycled content figure even higher.
The 60% figure is calculated by weight and refers specifically to the device itself. Apple notes that the milestone doesn’t include packaging or in-box accessories, and it also excludes standalone accessories. Even with those caveats, it’s still the most recycled material Apple has ever used in a single product.
This push is part of Apple’s broader environmental strategy. The company has set a target of becoming fully carbon neutral by 2030. Increasing recycled materials in its devices is a key piece of that plan. Over the past few years Apple has gradually increased recycled aluminium, rare earth elements and battery materials. This has happened across products like the iPhone, Apple Watch and Mac.
The MacBook Neo appears to take that effort further than any previous device in Apple’s lineup. While most buyers will probably focus on the laptop’s specs or design, the materials story is clearly part of the pitch.
Pre-orders for the MacBook Neo are already open. Apple is positioning the device not just as a new laptop, but as another step toward making its hardware significantly more sustainable.
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Google Workspace CLI brings Gmail, Docs, Sheets and more into a common interface for AI agents
What’s old is new: the command line — the original, clunky non-graphical interface for interacting with and controlling PCs, where the user just typed in raw commands in code — has become one of the most important interfaces in agentic AI.
That shift has been driven in part by the rise of coding-native tools such as Claude Code and Kilo CLI, which have helped establish a model where AI agents do not just answer questions in chat windows but execute real tasks through a shared, scriptable interface already familiar to developers — and which can still be found on virtually all PCs.
For developers, the appeal is practical: the CLI is inspectable, composable and easier to control than a patchwork of custom app integrations.
Now, Google Workspace — the umbrella term for Google’s suite of enterprise cloud apps including Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin — is moving into that pattern with a new CLI that lets them access these applications and the data within them directly, without relying on third-party connectors.
The project, googleworkspace/cli, describes itself as “one CLI for all of Google Workspace — built for humans and AI agents,” with structured JSON output and agent-oriented workflows included.
In an X post yesterday, Google Cloud director Addy Osmani introduced the Google Workspace CLI as “built for humans and agents,” adding that it covers “Google Drive, Gmail, Calendar, and every Workspace API.”
While not officially supported by Google, other posts cast the release as a broader turning point for automation and agent access to enterprise productivity software.
Now, instead of having to set up third-party connectors like Zapier to access data and use AI agents to automate work across the Google Workspace suite of apps, enterprise developers (or indie devs and users, for that matter) can easily install the open source (Apache 2.0) Google Workspace CLI from Github and begin setting up automated agentic workflows directly in terminal, asking their AI model to sort email, respond, edit docs and files, and more.
Why the CLI model is gaining traction
For enterprise developers, the importance of the release is not that Google suddenly made Workspace programmable. Workspace APIs have long been available. What changes here is the interface.
Instead of forcing teams to build and maintain separate wrappers around individual APIs, the CLI offers a unified command surface with structured output.
Installation is straightforward — npm install -g @googleworkspace/cli — and the repo says the package includes prebuilt binaries, with releases also available through GitHub.
The repo also says gws reads Google’s Discovery Service at runtime and dynamically builds its command surface, allowing new Workspace API methods to appear without waiting for a manually maintained static tool definition to catch up.
For teams building agents or internal automation, that is a meaningful operational advantage. It reduces glue code, lowers maintenance overhead and makes Workspace easier to treat as a programmable runtime rather than a collection of separate SaaS applications.
What developers and enterprises actually get
The CLI is designed for both direct human use and agent-driven workflows. For developers working in the terminal, the README highlights features such as per-resource help, dry-run previews, schema inspection and auto-pagination.
For agents, the value is clearer still: structured JSON output, reusable commands and built-in skills that let models interact with Workspace data and actions without a custom integration layer.
That creates immediate utility for internal enterprise workflows. Teams can use the tool to list Drive files, create spreadsheets, inspect request and response schemas, send Chat messages and paginate through large result sets from the terminal. The README also says the repo ships more than 100 agent skills, including helpers and curated recipes for Gmail, Drive, Docs, Calendar and Sheets.
That matters because Workspace remains one of the most common systems of record for day-to-day business work. Email, calendars, internal docs, spreadsheets and shared files are often where operational context lives. A CLI that exposes those surfaces through a common, agent-friendly interface makes it easier to build assistants that retrieve information, trigger actions and automate repetitive processes with less bespoke plumbing.
The important caveat: visible, but not officially supported
The social-media response has been enthusiastic, but enterprises should read the repo carefully before treating the project as a formal Google platform commitment.
The README explicitly says: “This is not an officially supported Google product”. It also says the project is under active development and warns users to expect breaking changes as it moves toward v1.0.
That does not diminish the technical relevance of the release. It does, however, shape how enterprise teams should think about adoption. Today, this looks more like a promising developer tool with strong momentum than a production platform that large organizations should standardize on immediately.
This is a cleaner interface, not a governance bypass
The other key point is that the CLI does not bypass the underlying controls that govern Workspace access.
The documentation says users still need a Google Cloud project for OAuth credentials and a Google account with Workspace access. It also outlines multiple authentication patterns for local development, CI and service accounts, along with instructions for enabling APIs and handling setup issues.
For enterprises, that is the right way to interpret the tool. It is not magic access to Gmail, Docs or Sheets. It is a more usable abstraction over the same permissions, scopes and admin controls companies already manage.
Not a rejection of MCP, but a broader agent interface strategy
Some of the early commentary around the tool frames it as a cleaner alternative to Model Context Protocol (MCP)-heavy setups, arguing that CLI-driven execution can avoid wasting context window on large tool definitions. There is some logic to that argument, especially for agent systems that can call shell commands directly and parse JSON responses.
But the repo itself presents a more nuanced picture. It includes a Gemini CLI extension that gives Gemini agents access to gws commands and Workspace agent skills after terminal authentication. It also includes an MCP server mode through gws mcp, exposing Workspace APIs as structured tools for MCP-compatible clients including Claude Desktop, Gemini CLI and VS Code.
The strategic takeaway is not that Google Workspace is choosing CLI instead of MCP. It is that the CLI is emerging as the base interface, with MCP available where it makes sense.
What enterprises should do now
The right near-term move for enterprises is not broad rollout. It is targeted evaluation.
Developer productivity, platform engineering and IT automation teams should test the tool in a sandboxed Workspace environment and identify a narrow set of high-friction use cases where a CLI-first approach could reduce integration work. File discovery, spreadsheet updates, document generation, calendar operations and internal reporting are natural starting points.
Security and identity teams should review authentication patterns early and determine how tightly permissions, scopes and service-account usage can be constrained and monitored. AI platform teams, meanwhile, should compare direct CLI execution against MCP-based approaches in real workflows, focusing on reliability, prompt overhead and operational simplicity.
The broader trend is clear. As agentic software matures, the command line is becoming a common control plane for both developers and AI systems. Google Workspace’s new CLI does not change enterprise automation overnight. But it does make one of the most widely used productivity stacks easier to access through the interface that agent builders increasingly prefer.
Tech
Winter Paralympics 2026 Live Streams: Free Channels, Schedule & Preview for Milano Cortina
Austria and Norway have historically ruled the roost at the Winter Paralympics, but China dominated their home Games four years ago, and are out to prove that the balance of power has shifted at the 50th anniversary edition at Milano-Cortina.
Austria’s remarkable Aigner siblings dominated the last Winter Paralympics on debut, with Veronika winning Slalom and Giant Slalom golds (with sister Elisabeth as her guide), Barbara winning Slalom silver and Giant Slalom bronze, and Johannes winning Downhill and Giant Slalom gold, Slalom and Super Combined silver, and Super-G bronze.
USA beat Canada in both Ice Hockey finals at last month’s Winter Olympics before things took a very ugly turn, and we’re expecting more of the same at the Winter Paralympics. However, one of the starkest takeaways from Beijing 2022 was USA’s dramatic tumble down the pecking order, encapsulated best by the Para Snowboarding. American athletes took five of 10 golds in PyeongChang in 2018 – at Beijing they took one of eight.
The International Paralympic Committee is allowing Russian and Belarusian athletes to compete under their respective flags for the first time since 2014, and has resisted calls for USA and Israel to be banned for carrying out widespread attacks across the Middle East.
Here’s where to watch Winter Paralympics live streams online from anywhere — and potentially for FREE.
Watch Winter Paralympics 2026 for FREE
The 2026 Winter Paralympics are being live streamed for free in multiple countries around the world, including the UK, Canada and Australia.
🇬🇧 UK: YouTube & Channel 4
🇨🇦 Canada: CBC Gem
🇦🇺 Australia: 9Now
What if you’re abroad? Winter sports fans from the UK, Canada and Australia can use NordVPN to watch their usual streaming service from anywhere.
How to watch any Winter Paralympics stream using a VPN
How to watch Winter Paralympics 2026 live streams in the US
In the US, Winter Paralympics coverage is available through Peacock, USA Network, NBC and CNBC.
The Peacock streaming service should be your first port of call, as it’s showing every single event live. You need at least a Peacock Premium subscription for access, with the Peacock price starting at $10.99 per month or $109.99 per year.
You’ll need to check your USA Network, NBC and CNBC schedules daily for details of their coverage. All three channels are available with most cable plans and OTT cable replacement services, like Sling TV. Sling carries USA Network and NBC (in selected cities) on its Blue plan, costing from $45.99 a month.
Alternatively, there’s a 21-day trial available if you watch through YouTube TV.
Outside the US? Use NordVPN to access Winter Paralympics coverage.
How to watch Winter Paralympics 2026 live streams in the UK
In the UK, Winter Paralympics coverage is being provided by free-to-air Channel 4.
Comprehensive coverage is available via the Channel 4 Sport YouTube channel, while select events are being shown on Channel 4.
Traveling away from the UK? Use a VPN to watch Channel 4 from abroad while you’re away from home.
How to watch Winter Paralympics 2026 live streams in Canada
In Canada, CBC has the rights to broadcast the 2026 Winter Paralympics.
You can watch select events on TV via free-to-air CBC Sports or, for much more extensive live and on-demand coverage of Milano Cortina 2026, head to its online CBC Gem streaming platform where more than 920 hours of action will be shown.
If you aren’t in Canada during the Games, simply use a VPN to tune in from overseas.
How to watch Winter Paralympics 2026 live streams in Australia
In Australia, the Winter Paralympics are being shown on 9Now and Stan Sport.
9Now is home to select free-to-air Milano Cortina coverage.
For comprehensive coverage, you’ll need to subscribe to Stan Sport. It costs AU$20 a month on top of a regular Stan subscription, which itself starts at AU$12 a month.
Away from Australia right now? Use a VPN to watch 9Now or Stan Sport from abroad.
How to watch Winter Paralympics 2026 live streams in New Zealand
In New Zealand, Sky Sport NZ is showing the Winter Paralympics.
You can access Sky Sport through satellite TV or get a live stream with the Sky Sport Now subscription service, starting at $29.99 per day or $54.99 per month.
Missing Milano Cortina due to work commitments abroad? NordVPN will unlock access to your home streaming service.
Winter Paralympics 2026 FAQs
What is the Winter Paralympics schedule?
Wednesday, March 4
– Wheelchair Curling
Thursday, March 5
– Wheelchair Curling
Friday, March 6
– OPENING CEREMONY
– Wheelchair Curling
Saturday, March 7
– Para Alpine Skiing (6 medal events)
– Para Biathlon (6 medal events)
– Para Ice Hockey
– Para Snowboarding
– Wheelchair Curling
Sunday, March 8
– Para Biathlon (6 medal events)
– Para Snowboarding (4 medal events)
– Wheelchair Curling
Monday, March 9
– Para Alpine Skiing (6 medal events)
– Para Ice Hockey
– Wheelchair Curling
Tuesday, March 10
– Para Alpine Skiing (6 medal events)
– Para Cross-Country Skiing (6 medal events)
– Para Ice Hockey
– Wheelchair Curling
Wednesday, March 11
– Para Cross-Country Skiing (6 medal events)
– Wheelchair Curling (1 medal event)
Thursday, March 12
– Para Alpine Skiing (3 medal events)
– Para Ice Hockey
– Wheelchair Curling
Friday, March 13
– Para Alpine Skiing (3 medal events)
– Para Biathlon (6 medal events)
– Para Ice Hockey
– Wheelchair Curling
Saturday, March 14
– Para Alpine Skiing (3 medal events)
– Para Cross-Country Skiing (2 medal events)
– Para Ice Hockey
– Para Snowboarding (4 medal events)
– Wheelchair Curling (1 medal event)
Sunday, March 15
– Para Alpine Skiing (3 medal events)
– Para Cross-Country Skiing (6 medal events)
– Para Ice Hockey (1 medal event)
– CLOSING CEREMONY
Can I watch Winter Paralympics free of charge?
Yes! As outlined above, free coverage is available on YouTube and Channel 4 in the UK, CBC Gem in Canada, and 9Now in Australia.
In the US, NBC, USA Network and CNBC coverage is available via a free trial for YouTube TV.
Other, non-English language Paralympics free streams can be found on ORF (Austria), RTBF (Belgium), VRT (Belgium), DR (Denmark), France TV (France), RAI (Italy), Yle (Finland), ZDF (Germany), RUV (Iceland), NOS (Netherlands), NRK (Norway), TVP (Poland), RTVE (Spain), Canal Nu9ve (Mexico) and the SRF RTS channels (Switzerland).
Fans away from home can use a VPN to watch the free coverage from abroad.
Can I watch the 2026 Winter Paralympics on my mobile?
Of course, most broadcasters have streaming services that you can access through mobile apps or via your phone’s browser.
You can also stay up-to-date with all things Winter Paralympics on the official social media channels on X (@MilanoCortina2026), YouTube (@Olympics) and Instagram (@milanocortina2026).
We test and review VPN services in the context of legal recreational uses. For example: 1. Accessing a service from another country (subject to the terms and conditions of that service). 2. Protecting your online security and strengthening your online privacy when abroad. We do not support or condone the illegal or malicious use of VPN services. Consuming pirated content that is paid-for is neither endorsed nor approved by Future Publishing.
Tech
DiligenceSquared uses AI, voice agents to make M&A research affordable
A typical merger-and-acquisition process is time-consuming and expensive, even for the largest, well-staffed private equity firms. In addition to spending countless hours meeting with senior executives of potential targets and modeling financial outcomes, these groups spend millions of dollars on external advisers: accountants, lawyers, and management consultants.
Since expenses for external advisers are not reimbursed if a deal falls through, PE firms wait until they are certain of their interest before engaging costly specialists such as consultants from McKinsey, BCG, or Bain to perform extensive commercial research on the market and the target company.
DiligenceSquared, a startup that was part of YC’s Fall 2025 cohort, says that with the help of AI, it can provide top-tier consultancy-quality commercial research at a fraction of the traditional cost.
The startup’s co-founders, Frederik Hansen and Søren Biltoft, possess deep expertise in private equity due diligence. Hansen was formerly a principal at Blackstone, where he commissioned these reports for multiple billion-dollar buyouts. Meanwhile, Biltoft spent seven years in BCG’s private equity practice leading these types of diligence efforts.
Since launching in October, Hansen’s and Biltoft’s industry experience has helped DiligenceSquared complete multiple projects for several of the world’s largest PE firms and mid-market funds, Hansen tells TechCrunch.
That early traction convinced Damir Becirovic, a former Index Ventures partner, to lead DiligenceSquared’s $5 million seed round out of his new VC firm, Relentless.
Instead of relying on expensive management consultants, the startup uses AI voice agents to conduct interviews with customers of the companies the PE firms are considering buying.
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DiligenceSquared is applying the same AI-interview model seen in consumer research startups like Keplar, Outset, and Listen Labs, which in January raised $69 million at a $500 million valuation. But Hansen and Biltoft argue that their due-diligence process and final outputs are fundamentally different from the consumer research produced by these startups.
PE firms can pay $500,000 to $1 million for McKinsey, Bain, or BCG to interview dozens of corporate customers, including C-suite executives, and produce 200-page reports synthesizing those insights with proprietary market data, Hansen said. To ensure the quality of the analysis, DiligenceSquared involves senior human consultants who verify the accuracy and commercial insights of the final output.
Since AI is doing a lot of the groundwork, the startup claims it can provide the analysis for just $50,000.
“We are taking these great insights that were previously reserved for the very big decisions, and now we make them more accessible,” Hansen said. Because of the lower price point, PE firms are now far more willing to engage DiligenceSquared earlier in the process, well before they have high conviction in a deal.
DiligenceSquared isn’t the only company trying to disrupt the diligence market. Its main competitor, Bridgetown Research, raised a $19 million Series A co-led by Accel and Lightspeed in February 2026.
In addition to Hansen and Biltoft, DiligenceSquared was co-founded by Harshil Rastogi, a former Google engineer.
Tech
Vibrations from F1 car raise fears of driver nerve damage
If you’re driving in an F1 race and hitting speeds of 220 mph (354 kph), you really don’t want parts of the car falling off as you hurtle along, or, more importantly, to suffer nerve damage because of a problem with your vehicle.
But that’s exactly what’s happening with Aston Martin’s car, leaving drivers Fernando Alonso and Lance Stroll unlikely to finish the first race of the new F1 season in Australia on Sunday.
In testing, the car, powered by a Honda engine, has been vibrating so badly that parts of it have been dropping off, with the vibrations reaching the drivers, too.
The issue surfaced as teams adapt to new engine rules designed to boost efficiency and sustainability in a change that forced widespread redesigns in recent months.
While Honda supplies the power units that may be contributing to the vibration problem, Aston Martin’s chassis design and setup affect how the vibrations reach the drivers, making it a problem rooted in both engine performance and car design.
Engineers have been working to reduce the vibrations, but it seems unlikely that Alonso and Stroll will be able to complete Sunday’s race.
“That vibration into the chassis is causing a few reliability problems,” Aston Martin team principal Adrian Newey said in comments to the media on Thursday, adding that the problem includes “mirrors falling off, tail lights falling off.”
Newey said “the much more significant problem is that the vibration is transmitted ultimately into the driver’s fingers. So Fernando [Alonso] is of the feeling that he can’t do more than 25 laps consecutively before he will risk permanent nerve damage to his hands. Lance [Stroll] is of the opinion that he can’t do more than 15 laps before that threshold.”
Commenting on the unusual situation on Thursday, Alonso said, “For us it’s just vibrating everything. But it’s not only for us, I think the car is shrugging a little bit. The vibrations coming from the engine are hurting a little bit the components in the car and the drivers; we feel them, we feel our body with this frequency of the vibrations that you feel after 20 or 25 minutes, a little bit numb.”
It’s certainly a bizarre turn of events. While there have been instances in the past of F1 drivers riding in an uncomfortable condition, this appears to be the first time that a team is facing cutting a race short due to health risks from vibrations.
Tech
Grado Signature S550 Open-back Headphones Bring Warmer Tuning, Same Brooklyn Attitude
Grado Labs is expanding its Signature Series with the new Signature S550, a $995 USD open-back headphone that stays true to the company’s Brooklyn built design philosophy while introducing a slightly more relaxed sonic balance. As the fourth model in the growing Signature Line, the S550 carries forward the same core Grado principles: low mass dynamic drivers, careful material selection, and tuning that prioritizes speed, transient snap, and unfiltered detail.
The difference this time comes down to voicing. Where some Grado models lean forward and urgent, the Signature S550 is tuned, according to Grado Labs, to ease back just enough to introduce added warmth and a smoother top end while preserving the brand’s trademark punch, speed, and immediacy. Having already been impressed by the precision, control, and refinement of the Signature S950, the S550 appears positioned as a slightly more relaxed and accessible take on that formula at $995 USD, aimed at delivering long term listenability without abandoning the core Grado energy.
We plan to find out whether those design claims hold up when we audition it at CanJam NYC 2026 this weekend.

S2 Dynamic Driver Optimized for All Wood Open-back Design
At the heart of the Signature S550 is Grado’s 50mm S2 dynamic driver, tuned specifically to work in concert with its all wood open-back enclosure. Rather than introduce an entirely new driver platform, Grado Labs focused on refining the relationship between the existing S2 driver and the acoustic behavior of the wooden housing. The goal, according to Grado, is a presentation that leans warmer and more forgiving while preserving speed, detail, and spatial openness.
We have not yet heard the S550, so those claims remain just that for now. What made the Signature S950 so impressive in our evaluation was its stronger and more controlled bass response, with tighter impact, improved resolution, and a noticeably faster character than many earlier Grado models. The top end was also significantly smoother, maintaining the brand’s signature energy without tipping into the brightness that has been a common criticism over the years. Comfort was improved as well, making longer sessions far easier.
Brazilian Walnut Housing Shaped for Stability and Tonal Balance
The Signature S550 uses housings crafted entirely from Brazilian Walnut, continuing Grado Labs’s long standing commitment to wood as a functional acoustic material rather than a cosmetic flourish. Each housing is individually formed, with natural variations in grain pattern ensuring that no two pairs are identical.
Walnut is selected for its density, internal damping properties, and structural stability. According to Grado, those characteristics help support a fuller and more balanced tonal presentation while maintaining consistent acoustic behavior over time. The rigidity of the wood also plays a role in controlling resonance within the open-back design. Grado further notes that the material is sourced with attention to sustainable practices, supporting long term availability while respecting the environments where it is harvested.

Detachable Cable System Brings Long Overdue Flexibility
The Signature S550 ships with Grado’s Silver detachable cable, designed to be lighter, softer, and more flexible than the company’s legacy fixed leads. Each earcup is terminated with a 4 pin balanced mini XLR connection, allowing users to swap cables depending on source gear or listening preference. The included cable terminates in a 3.5mm mini plug and includes a 6.3mm adapter for broad compatibility with portable players, desktop DAC amps, and traditional headphone outputs.
This marks a significant shift for Grado Labs. For decades, Grado stuck with permanently attached cables that sounded fine but had a habit of snagging on chair arms, desk corners, and just about everything else. The newer Signature Series models, including the HP100 SE, were the first to embrace detachable cabling, reflecting how much the broader headphone market has evolved.
The rise of the Head-Fi era pushed brands like Sennheiser, Audeze, Meze Audio, Dan Clark Audio, and HiFiMAN toward user replaceable cables years ago. Beyond simple convenience, detachable systems allow listeners to tailor length, termination, and in some cases subtle system synergy with different amplifiers and sources. The key is flexibility and practicality, not chasing exaggerated cable myths or paying absurd prices for incremental changes.

Comfort, Fit, and Personalization with the Signature Headband System
The Signature S550 ships with Grado’s new B cushions and remains compatible with the brand’s full range of ear pads, allowing listeners to tailor both comfort and sonic balance to personal preference. Pad selection has always played a meaningful role in Grado designs, influencing soundstage width, bass presence, and perceived treble energy. In addition to the B cushions, the S550 supports Grado’s S, F, L, and G ear cushions, each offering distinct variations in spatial presentation, comfort, and low frequency impact.
Like all models in the Signature Line, the S550 uses the updated Signature headband assembly from Grado Labs. A flexible metal support is integrated within the leather headband, enabling gentle adjustment for a more personalized fit over time. The S550 adopts the narrower leather strap seen on the S750 and incorporates engraved metal gimbals, stainless steel height rods, reinforced junction blocks, and controlled housing rotation for improved durability and long term stability.
We are hopeful the S550 carries forward the improved padding introduced with the Signature S950 and HP100 SE, both of which represented a noticeable step forward in comfort compared to earlier generations. If that refinement continues here, extended listening sessions should be far less of a negotiation.
Technical Specifications & Amplification Considerations
The Signature S550 is an open air dynamic headphone built around a 50mm driver and rated at 38 ohms nominal impedance. Grado specifies frequency response from 6 Hz to 44 kHz, total harmonic distortion below 0.2% at 100dB, and sensitivity of 112dB @ 1/mW. Driver matching is rated to an extremely tight 0.005dB, reflecting careful channel consistency. The headphone weighs 335 grams without the cable, keeping it relatively manageable for extended listening sessions given its full size open-back construction.
With a 38 ohm load and high sensitivity, the S550 is not especially difficult to drive and should pair comfortably with quality portable players, desktop DAC amps, and even stronger integrated amplifier headphone stages. That said, like most resolving open-back designs, it is likely to benefit from a clean, stable source with adequate current delivery, where improved control and dynamic headroom can translate into tighter bass response and greater overall refinement.

The Bottom Line
The Signature S550 reflects a measured evolution from Grado Labs. Rather than introduce a radically new platform, Grado has refined its existing 50mm S2 dynamic driver, paired it with a Brazilian Walnut open-back housing, added detachable cables, and continued with the upgraded Signature headband system. The stated goal is straightforward: retain the speed, immediacy, and dynamic punch associated with the brand while shifting the tonal balance toward greater warmth and smoother treble for longer listening comfort.
At $995 USD, the S550 enters a competitive segment that includes strong offerings from beyerdynamic, Meze Audio, Sennheiser, Audeze, and Audio-Technica. Many of those brands emphasize planar magnetic designs or studio reference neutrality. The S550 appears aimed at listeners who prefer dynamic driver energy and open back spaciousness, but who want a more relaxed overall presentation than some earlier Grado models delivered.
If the tuning achieves what Grado describes, the S550 could serve both long time fans seeking refinement and newcomers curious about the brand’s sound without the sharper edge that once defined it. We will know more once we spend time with it.
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Tech
SpyTech: The Underwater Wire Tap
In the 1970s, the USSR had an undersea cable connecting a major naval base at Petropavlovsk to the Pacific Fleet headquarters at Vladivostok. The cable traversed the Sea of Okhotsk, which, at the time, the USSR claimed. It was off limits to foreign vessels, heavily patrolled, and laced with detection devices. How much more secure could it be? Against the US Navy, apparently not very secure at all. For about a decade starting in 1972, the Navy delivered tapes of all the traffic on the cable to the NSA.
Top Secret
You need a few things to make this a success. First, you need a stealthy submarine. The Navy had the USS Halibut, which has a strange history. You also need some sort of undetectable listening device that can operate on the ocean floor. You also need a crew that is sworn to secrecy.
That last part was hard to manage. It takes a lot of people to mount a secret operation to the other side of the globe, so they came up with a cover story: officially, the Halibut was in Okhotsk to recover parts of a Soviet weapon for analysis. Only a few people knew the real mission. The whole operation was known as Operation Ivy Bells.
The Halibut
The Halibut is possibly the strangest submarine ever. It started life destined to be a diesel sub. However, before it launched in 1959, it had been converted to nuclear power. In fact, the sub was the first designed to launch guided missiles and was the first sub to successfully launch a guided missile, although it had to surface to launch.
Oddly enough, the sub carried nuclear cruise missiles and its specific target, should the world go to a nuclear war, was the Soviet naval base at Petropavolvsk.
By 1965, the sub had been replaced for missile duty by newer submarines. It was tapped to be converted for “special operations.” Under the guise of being a deep-sea recovery vehicle, the Halibut received skids to settle on the seabed, side thrusters, specialized anchors, and a host of electronic equipment, including “the Fish” a 12-foot-long array of cameras, sonar, and strobe lights weighing nearly two tons. The “rescue vehicle” on its stern didn’t actually detach. It was a compartment for deploying saturation divers.
An early mission was Operation Sand Dollar. Halibut found the wreck of the Soviet K-129, which the US would go on to recover in another top secret mission, looking for secrets and Soviet technology.
When it came time to deploy the listening device on an underwater cable, Halibut was perfect. It could park a safe distance away, deploy saturation divers, and recover them. If you want to see more about the Halibut, check out the [Defence Central] video below.
The Listening Device

This wasn’t a hidden microphone in a briefcase. It was a 20-foot, six-ton pressure vessel parked on the ocean floor. Details are murky, but there was another part, probably smaller, that clamped around the cable. Working inductively, it didn’t pierce the cable for fear the Soviets would notice that. In addition, if they raised the cable for maintenance, the device was made to break away and sink to the bottom.
Needless to say, tapping a cable on the ocean floor isn’t easy. First, they had to locate the cable. Luckily, there were signs at either end telling fishing vessels to avoid the area. That helped, but they still had to search for the 5-inch wide cables. They found them at least 400 feet below the surface, some 120 miles offshore.
Saturation diving was a relatively new idea at the time, and the Navy’s SeaLab experiments had given them several years of experience with the technology. While commercial saturation dives started in 1965, it was still exotic technology in 1971. The first mission simply recorded a bit of data on the submarine and returned it. Once it was proven, the sub returned with the giant tap device and installed it.
It took four divers to position the big tap. Even then, you couldn’t just leave it there. The device used tapes and required service once a month. So Halibut or another sub had to visit each month to swap tapes out. We couldn’t find out what the power source for the bug was, so they probably had to change the batteries, too.
The Soviets didn’t consider the cable to be at risk for eavesdropping, so much of the traffic on the cable was in the clear. It was a gold mine of intelligence information, and many credit the information gained as crucial to closing the SALT II treaty talks.
Secondary Mission
Most of the crews participating in Operation Ivy Bells didn’t have clearance to know what was going on. Instead, they thought they were on a different secret mission to retrieve debris from Soviet anti-ship missiles.
To keep the story believable, the crew actually did recover a large number of parts from the subject Soviet missiles. Turns out, analysis of the debris did reveal some useful information, so two spy missions for the price of one.
Presumably, the assumption would be that if the Soviets heard a sub was scavenging missile parts, it might qualify as a secret, but it would hardly be a surprise. They couldn’t have imagined the real purpose of the submarine.
Future Taps
Later undersea taps were created that used radioisotope batteries and could store a year’s data between visits that tapped other Soviet phone lines. Submarines Parche, Richard B. Russel, and Seawolf saw duty with some of these other taps as well as taking over for Halibut when it retired four years after the start of Operation Ivy Bells.
The original Okhotsk tap would have operated for many more years if it were not for [Ronald Pelton]. A former NSA employee, he found himself bankrupt over $65,000 of debt. In 1980, he showed up at the Soviet embassy in Washington and offered to sell what he knew.
He knew a number of things, including what was going on with Operation Ivy Bells. That data netted him $5,000 and, overall, he got about $35,000 or so. Oh, he also got life in prison when, in 1985, a Soviet defector revealed he had been the initial contact for [Pelton].
The Soviets didn’t immediately act on [Pelton’s] intel, but by 1981, the Americans knew something was up. A small fleet of ships was parked right over the device. The USS Parche was sent to retrieve it, but they couldn’t find it. Today, it (or, perhaps, a replica) is in the Great Patriotic War Museum in Moscow.
A surprising amount of the Cold War was waged under the sea. Not to mention in the air.
Tech
Keebin’ With Kristina: The One With The Beginner’s Guide To Split Keyboards
Curious about split keyboards, but overwhelmed by the myriad options for every little thing? You should start with [thehaikuza]’s excellent Beginner’s Guide to Split Keyboards.
Your education begins with the why, so you can skip that if you must, but the visuals are a nice refresher on that front.
He then gets into the types of keyboards — you got your standard row-staggered rectangles that we all grew up on, column-staggered, and straight-up ortholinear, which no longer enjoy the popularity they once did.
At this point, the guide becomes a bit of a Choose Your Own Adventure story. If you want a split but don’t want to learn to change much if at all about your typing style, keep reading, because there are definitely options.
But if you’re ready to commit to typing correctly for the sake of ergonomics, you can skip the Alice and other baby ergo choices and get your membership to the light side. First are features — you must decide what you need to get various jobs done. Then you learn a bit about key map customization, including using a non-QWERTY layout. Finally, there’s the question of buying versus DIYing. All the choices are yours, so go for it!
Via reddit
Is That a Bat In Your Pocket?
Need something ultra-portable for those impromptu sessions at the coffee shop (when you can actually find a table)? You can’t get much smaller than the 28-key Koumori by [fata1err0r81], which means “bat” in Japanese. Here’s the repo.
This unibody beauty runs on an RP2040 Zero using QMK firmware. That 40 mm Cirque track pad has a glass overlay, which is a really nice touch. It’s actually a screen protector for a smart watch, and the purple bit is some craft vinyl cut to size.
Protecting that glass overlay is a case with a handle and a magnetic lid. Both the PCB and the case were designed in Ergogen, which as you know, I really like to see people using.
As you might have guessed, those are Kailh V1 choc switches with matching key caps. If you want a bat for your pocket, the build guide is simple, and there aren’t even any microscopic parts involved.
The Centerfold: [arax20]’s Been Workin’ On the Railroader
Okay, before you do anything, go check out the image gallery to see this baby glowing and being worn like a katana or something. Yeah.
So [arax20] built this as a gift for an ex. She likes the ergonomics of splits, but didn’t want cables between the halves and feels the space between is otherwise wasted. Really? There’s so much you can put there, from cats to mice to coffee mugs.
Do you rock a sweet set of peripherals on a screamin’ desk pad? Send me a picture along with your handle and all the gory details, and you could be featured here!
Historical Clackers: the Mysterious Rico
Frustratingly little is known about the Rico, a 1932 index machine out of Nuremburg, Germany. But the Antikey Chop has over a dozen books on typewriters, and only two have any mention of the Rico: Adler’s Antique Typewriters, From Creed to QWERTY, and Dingwerth’s Kleines Lexikon Historischer Schreibmaschinen.
Adler calls it a “pleasant toy typewriter with indicator selecting letters from a rectangular index”, saying nothing more descriptive. Dingwerth’s volume both dates the Rico and lists the maker as Richard Koch & Co. of Nuremburg.
The Rico was ambitiously declared the No. A1 model, though there is no evidence of any other model in existence. It was made mostly of stamped tin, though the type element was made of brass. The type element looked like a tube cut in half lengthwise, and worked in a similar fashion to the Chicago typewriter with its type sleeve.
There are some interesting things about the Rico nonetheless. The platen could not accommodate paper wider than 4″, for one thing. There is also no inking system to speak of. Weirder still, this oversight isn’t mentioned in the original instructions. Most people just taped a couple inches of typewriter ribbon between the element and the platen and called it good .
To use the thing, you would move the center lever to the character you wanted. The lever has a pin in the bottom, and each character has a dimple in it for the pin to sit. The lever on the left side was used to pivot the carriage toward the type element in order to print. In total, the Rico typed 74 characters plus Space.
Finally, Someone’s Made a Braille Keyboard, and It’s Inexpensive
Once upon a time, New Jersey high schooler Umang Sharma saw an ad for a Braille keyboard. The price? A cool seven grand. For a keyboard. No problem, he thought. I can build my own.
The astute among you will notice that there’s a Logitech keyboard in the picture, with what look like key cap hats. That is exactly what’s happening here. Sharma starts with a standard keyboard base, one that is usually either donated or was previously discarded.
He then focuses on the most important accessibility layer, which is tactile Braille key caps that are both readable and durable. In 2022, Sharma launched the non-profit Jdable to bring affordable, accessible design to people with disabilities.
He designed the key caps himself, and uses a combination of 3D printing and other materials to create them in bulk. They’re printed using a combination of PETG for toughness, TPU for grippiness, and resin for definition. The key caps are attached to the standard set with a strong adhesive.
Sharma has a team of student volunteers that help him build the keyboards and distribute them, and they have reached nearly 1,000 blind or visually-impaired students in the U.S. and abroad.
Got a hot tip that has like, anything to do with keyboards? Help me out by sending in a link or two. Don’t want all the Hackaday scribes to see it? Feel free to email me directly.
Tech
Inside OpenAI’s new Bellevue office: A swanky statement about AI’s impact on the Seattle region

OpenAI officially opened its new engineering office in downtown Bellevue, Wash., on Thursday, unveiling a retro-modern, wood-paneled space for its 250 employees in the region — with enough room in the tower to ultimately accommodate as many as 1,400 people.
It’s already the ChatGPT and Codex maker’s biggest office outside its San Francisco headquarters, and a sign of the AI industry’s impact on the Seattle area.
“This is a monumental day for OpenAI and Bellevue,” said Vijaye Raji, OpenAI’s CTO of applications, as he cut the ceremonial ribbon with Bellevue Mayor Mo Malakoutian.

The office puts OpenAI within close proximity of two of its biggest investors and partners: Microsoft in nearby Redmond and Amazon in Bellevue and Seattle. The opening comes less than a week after Amazon announced a $50 billion investment in the company.
It marks the latest milestone in OpenAI’s rapid expansion. The company first arrived in Bellevue in 2024, seeking to tap the region’s engineering talent pool. Last month, OpenAI scaled up, signing a lease to boost its footprint to nearly 300,000 square feet in City Center Plaza.
OpenAI currently occupies two floors with the ability to add 10 more as it grows.
The Bellevue office includes teams working on infrastructure, ChatGPT, research, and advertising, in addition to partnerships, an early sign of its expansion beyond engineering.
Statsig, the Bellevue startup Raji founded in 2021, forms the nucleus of the new office. OpenAI acquired the company for $1.1 billion last year, bringing Raji aboard as a key technical leader.
The space is built around a sweeping wood-clad central staircase connecting its two current floors, and lounge-like common areas designed for informal gatherings, including a library (yes, there are a few books) and a game room. Those were deliberate choices to encourage the kinds of connections that remote work can’t replicate, Raji said in an interview at the event.

Malakoutian, the Bellevue mayor, called the opening “a vote of confidence” in the city, which has specifically courted AI companies as part of a broader economic development push.
In a recent interview with GeekWire, Malakoutian said companies are drawn to predictable permitting, modern infrastructure, and quality of life, offering a competitive edge in recruiting. A light rail line connecting the Eastside to Seattle across Lake Washington opens this month.
Elon Musk’s xAI is creating an engineering center a short walk away. Cloud and AI infrastructure company Crusoe opened a Bellevue office last year. Companies including Snap, Anduril, Shopify, Snowflake, Uber, and Databricks have signed new or expanded leases in the city.
Gov. Bob Ferguson, appearing via recorded video, noted that the region ranks among the top in the country for AI talent, saying it’s “very well-positioned to become a global hub for AI.”

Matt McIlwain, managing director at Madrona Venture Group, which was an early investor in Statsig, called the new office an example of a “virtuous cycle” of local founders building startups that attract larger employers. He credited Raji for pushing to build a critical mass for OpenAI in Bellevue, which has been “more on its front foot” than Seattle in courting tech companies.
But given ongoing tax debates in the state, in which McIlwain and others in the tech community have been vocal, he questioned whether lawmakers appreciate the dynamic.
“The folks in Olympia clearly do not understand that flywheel,” he said.
For Raji, the opening is the latest chapter in a larger story. The region has been his home for 23 years, starting when Microsoft recruited him to the area. He later joined Facebook’s Seattle office and helped it grow locally from a handful of employees to 5,000 as its regional leader.
In that way, the OpenAI expansion is part of a familiar pattern.
“You can see the sequence,” Raji said, crediting the region’s talent pool and growth. “So it’s only natural that now, with all the AI investments, this area is again back in the center.”
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