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Today’s NYT Mini Crossword Answers for Feb. 17

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


Need some help with today’s Mini Crossword? I admit, I thought 8-Across was spelled with another letter at the end, but I guess you can spell it two different ways. Read on for all the answers. And if you could use some hints and guidance for daily solving, check out our Mini Crossword tips.

If you’re looking for today’s Wordle, Connections, Connections: Sports Edition and Strands answers, you can visit CNET’s NYT puzzle hints page.

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Read more: Tips and Tricks for Solving The New York Times Mini Crossword

Let’s get to those Mini Crossword clues and answers.

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The completed NYT Mini Crossword puzzle for Feb. 17, 2026.

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NYT/Screenshot by CNET

Mini across clues and answers

1A clue: Prefix meaning “eight”
Answer: OCTO

5A clue: Classic poem that begins “I saw the best minds of my generation destroyed by madness”
Answer: HOWL

6A clue: One of the Jenners
Answer: KYLIE

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7A clue: As one word: A henchman/As two words: “Please proceed”
Answer: GOON

8A clue: Prickly seedcases
Answer: BURS

Mini down clues and answers

1D clue: “Stop, I’m blushing!”
Answer: OHYOU

2D clue: Indicator of difficulty in Connections
Answer: COLOR

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3D clue: Identical siblings
Answer: TWINS

4D clue: Repeated cheer at a soccer stadium
Answer: OLE

6D clue: Soviet spy org.
Answer: KGB

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Gateway Capital announces first close of $25M Fund II

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Gateway Capital Partners, the venture firm founded by Dana Guthrie, announced the first close for its $25 million target Fund II earlier this week, the Milwaukee-based firm told TechCrunch. Gateway Capital declined to share the exact amount of the first close.

The first close means Fund II can begin its investment operations.

Guthrie said the firm began raising its Fund II in the middle of last year. Fund II’s average check size will be between $500,000 and $600,000.

It will be industry-agnostic, she said, though it will have “a bias toward Midwest industries that are ripe for disruption,” such as supply chain and logistics, and manufacturing AI. Guthrie said she hopes to back at least 20 companies from this fund.

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Gateway Capital, launched in 2020, last raised a $13 million Fund I in 2020.

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Cayin N8iii Flagship DAP Announced: Tube Design Returns to Take on Astell&Kern, FiiO, and iBasso

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Cayin has officially taken the wraps off the N8iii, its next generation flagship digital audio player (DAP), and this time there is enough real information to move past speculation. The timing matters. Astell&Kern continues to dominate the premium tier with refined hardware and software, FiiO has become far more aggressive at the top end, and iBasso keeps pushing output and modular flexibility. Cayin is no longer competing in a niche it helped create. It is now part of a very crowded field where execution matters more than ambition.

Cayin is positioning the N8iii as a limited release with just 500 units worldwide and a suggested retail price of $3,999, placing it squarely in the upper tier of the DAP market and making it clear this is not intended for a broad audience.

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A Flagship That Sticks With Tubes

Cayin is continuing with its hybrid tube and solid state approach. The N8iii introduces a Triple Timbre system with Tube Classic, Tube Modern, and Solid State modes. This is less about novelty and more about giving users different tonal options depending on the headphone and music. Cayin has been consistent here. It is one of the few brands willing to deal with the complexity of tube integration in a portable device, even if that comes with tradeoffs in size, heat, and battery life.

Power Output and Amplifier Design

The N8iii offers up to 900 milliwatts single ended and 1285 milliwatts balanced output, which translates to roughly 0.9 watts and 1.285 watts respectively. That is enough power for a wide range of headphones, including many planar magnetics and most dynamic designs in the portable category. It should not have any issue with efficient or moderately demanding full size headphones.

cayin-n8iii-dap-top-angle

Where things get less certain is with high impedance dynamic headphones. Models in the 300 to 600 ohm range often require voltage swing as much as current, and Cayin has not provided enough detail yet to determine how the N8iii handles that. It is likely usable, but whether it offers full control and headroom is still an open question.

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It is also worth stating the obvious. This is not designed for electrostatic headphones. That requires a completely different amplification approach, and Cayin is not trying to solve that problem here.

Cayin includes triple amplifier modes and dual output modes, which gives users some flexibility in how the player behaves, but it also adds complexity that will need to be justified in real world use.

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DAC & Platform

Cayin is moving forward with a new flagship AKM DAC architecture, although full details have not been confirmed. That will appeal to listeners who prefer the AKM presentation, especially after several years where ESS dominated the category.

The N8iii runs on a Snapdragon 665 platform with 8GB of RAM and 256GB of internal storage. That is not cutting edge by smartphone standards, but it is in line with what most high end DAPs are using and should be sufficient for streaming and local playback without performance issues.

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Software & Battery

The player uses a customized Android audio system with DTA, allowing SRC bypass for bit perfect playback across supported apps. This is expected at this level and Cayin is in line with the rest of the market here.

Battery capacity is listed at 13,500mAh with PD2.0 fast charging. That is a large battery, which makes sense given the use of tubes and relatively high output power. Actual runtime will depend on how those features are used, and Cayin has not provided estimates yet.

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The Competition

At this price and level, Cayin is up against established competition. Astell&Kern offers more polished industrial design and a mature user experience. FiiO is delivering strong performance with competitive pricing. iBasso continues to push output power and modular flexibility. These are complete products that balance sound quality with usability.

Cayin’s approach remains more specialized. The N8iii focuses on offering a different listening experience rather than trying to be the most practical option.

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Cayin N8ii vs N8iii: What’s Actually Changed

Looking at the available data, the jump from the N8ii to the N8iii is not about reinventing the concept. Cayin is refining it, adding flexibility, and pushing output a bit further while trying to clean up some of the practical limitations that came with the earlier design.

The N8ii already established the blueprint. Snapdragon 660 platform, 6GB of RAM, 128GB storage, Android 9, ROHM DACs, and dual Nutube implementation. It was powerful for its time, but it also felt like a device that prioritized experimentation over usability. Battery life hovered around 8 to 11 hours depending on mode, the chassis was thick and heavy at around 442 grams, and while the output was respectable, it was not class leading.

cayin-n8iii-dap-left-side

On the output side, the N8ii delivered up to 420mW at 16 ohms from the single ended output in standard mode, and up to 720mW in its higher power setting. Balanced output pushed that further to 760mW standard and up to 1200mW in its higher power mode. That translates to roughly 0.76W to 1.2W balanced depending on how hard you push it. In practical terms, it could handle most headphones reasonably well, but it was not the last word in authority, especially with higher impedance dynamics where voltage swing matters more than raw wattage.

The N8iii moves that forward, but not dramatically. Cayin is now quoting up to 900 milliwatts single ended and 1285 milliwatts balanced output, which translates to roughly 0.9 watts and 1.285 watts respectively. That is enough power for a wide range of headphones, including many planar magnetics and most dynamic designs in the portable category. It should not have any issue with efficient or moderately demanding full size headphones.

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Where things remain uncertain is with high impedance dynamic headphones. The increase in output is incremental, not transformative, and Cayin has not provided detailed voltage specs yet. That means headphones in the 300 to 600 ohm range may still be usable, but not necessarily driven to their full potential. And just to be clear, neither the N8ii nor the N8iii is designed for electrostatic headphones, so that remains outside the scope entirely.

The more meaningful change is in flexibility. The N8ii gave you tube or solid state. The N8iii expands that into Triple Timbre with Tube Classic, Tube Modern, and Solid State. That suggests Cayin is focusing more on user tuning and adaptability rather than just raw performance gains. It is a shift toward giving listeners more control over presentation depending on the headphone pairing.

Internally, there is also a shift in direction. The N8ii relied on dual ROHM BD34301 DACs, which offered a certain tonal character that some preferred over ESS implementations. The N8iii is moving to a new flagship AKM architecture, which likely signals a different tuning approach. That is not inherently better or worse, but it does indicate Cayin is responding to market preferences and the return of AKM supply.

cayin-n8iii-dap-rear-bottom

Platform and usability are also getting a modest update. The N8iii moves to 8GB of RAM and 256GB of storage, along with a Snapdragon 665. That is not cutting edge, but it is an improvement and should make the device feel less constrained with modern streaming apps. The inclusion of a customized Android audio system with SRC bypass brings it in line with what competitors have already been doing, rather than pushing ahead.

Battery is another area where Cayin appears to be compensating for its design choices. The N8ii used a 10,000mAh battery rated at 38Wh and delivered between roughly 8 to 11 hours depending on mode. The N8iii increases that to 13,500mAh and adds PD fast charging. That suggests Cayin is trying to offset the power demands of tubes and higher output rather than fundamentally improving efficiency.

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The rest of the design philosophy remains consistent. Both devices are heavy, complex, and not particularly concerned with being pocket friendly. Both are built around the idea that a portable device can approximate a desktop listening experience if you are willing to accept the tradeoffs.

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The Bottom Line

The Cayin N8iii builds on what the company has been doing with its flagship line. It keeps the tube hybrid concept, adds more flexibility in tuning, and delivers enough power for most headphones people are likely to use with a portable device. It is not intended to cover every use case. High impedance dynamics may still require more careful matching, and electrostatic headphones are not part of the equation.

At nearly $4,000 USD and with only 500 units available, this is a focused product for a specific audience. The competition is strong and more well rounded than it used to be. Cayin is relying on differentiation and sound tuning to justify its place at the top. Whether that is enough will depend on how it performs outside of the spec sheet.

What the charts from the previous model make clear is how much detail still has not been confirmed for the N8iii. The N8ii offered a very complete set of physical connections including both 3.5mm single ended and 4.4mm balanced headphone outputs, along with matching line outputs on both connections. It also included digital outputs over USB and I2S via a mini HDMI connection, plus coaxial S PDIF. That made it more than just a portable player. It could function as a transport or DAC in a larger system. With the N8iii, Cayin has not yet clarified whether all of those outputs carry over unchanged, or if anything has been added or removed. Given how important that flexibility is to this category, that is not a small omission.

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Bluetooth is another area where details matter. The N8ii supported a wide range of codecs including LDAC, UAT, AAC, and SBC, with both transmit and receive capability. That placed it ahead of many competitors at the time, especially with UAT support for higher bandwidth wireless audio. So far, Cayin has not confirmed the codec support for the N8iii. If it remains unchanged, it is still competitive. If it has been updated, that could be a meaningful improvement. If it has been simplified, that would be a step backward. Right now, we simply do not know.

The digital section is where the lack of detail becomes harder to ignore. The N8ii supported PCM up to 32-bit/768kHz and DSD512 over USB and I2S, along with DoP support over coaxial. It could function as a USB DAC across multiple platforms and offered asynchronous USB audio with broad compatibility. Those are not niche features. They are part of what makes a flagship DAP viable as a hub in a desktop or transport based system. Cayin has confirmed a new DAC architecture for the N8iii, but has not yet outlined the full range of supported formats, digital input and output capabilities, or whether its USB DAC functionality has been expanded or refined.

MSRP: $3,999 (launch date not confirmed at en.cayin.cn).

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The Raspberry Pi 4 With 3 GB RAM Is No Joke

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Raspberry Pi 5 price increases. (Credit: Jeff Geerling)
Raspberry Pi 5 price increases. (Credit: Jeff Geerling)

Although easily dismissed by some as another cruel April Fools joke, Raspberry Pi’s announcement of a new 3 GB model of the Raspberry Pi 4 along with (more) price increases for other models was no joke. Courtesy of the ongoing RAMpocalypse, supplies of LPDDR4 and LPDDR5 are massively affected, leading to this new RPi 4 model with two 1.5 GB LPDDR4 chips, as these are apparently cheaper to source.

Affected in this latest price increase across RP’s product range are RPi 4 and 5 models with 4 or more GB of RAM, with price bumps ranging from $25 on the low end to $150 for the Raspberry Pi 500+. If you wanted a Raspberry Pi 5 with 16 GB of RAM, you’re now paying $300 for the privilege.

Obviously, this news has got people like [Jeff Geerling] rather down in the dumps, essentially stating that using SBCs like the RPi is now beyond the means of many hobbyists. While you can still use SBCs that use e.g. LPDDR2 RAM, such as the older RPi Zero, 2 and 3 models, [Jeff] himself is now moving more towards wrangling with snakes on MCUs, as these boards are so far not significantly affected in terms of price.

With current projections in the RAM market being that this year will still see more price increases, it remains hard to tell exactly how ‘temporary’ this situation will be. That said, using readily available, powerful and cheap MCUs like the ESP32 variants for projects isn’t a bad idea if you really don’t need to be running more than perhaps FreeRTOS.

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How to make sure your Pixelsnap charger is properly updated

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Google has confirmed that its Pixelsnap Charger receives firmware updates automatically and silently while charging a Pixel phone, with the latest release sitting at version 1.51.0.

Pixel owners can verify their charger’s firmware status by navigating to Settings, then Connected devices, and selecting the charger from the list of paired accessories, giving users a straightforward way to confirm whether their unit is running the most current software.

The updates maintain Qi compatibility and keep the charger performing at its intended standard, with Google framing the silent background update process as a hands-off approach that requires no input from the user during normal charging use.

The automatic update mechanism sets the Pixelsnap Charger apart from the vast majority of wireless chargers on the market, where firmware is either fixed at the factory or requires proprietary software and a PC connection to update, a process that most consumers never attempt.

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For users without a Pixel device, Google has launched a dedicated web portal at pixel.google.com/pixelsnap that enables manual firmware updates through a different method, plugging the USB-C end of the charger into any Android 16 or newer phone and visiting the page through mobile Chrome rather than a desktop browser.

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How to update manually

The manual update process involves selecting the Pixelsnap Charger from a list of compatible devices within the web portal, granting Chrome access to the connected accessory, and following the on-screen instructions to check and install any available firmware releases.

Google updated its Pixelsnap support documentation with these details over the past three months, suggesting the manual update pathway has been available quietly for some time before receiving wider attention from users and third-party publications.

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The $39.99 Pixelsnap Charger sits within Google’s broader Pixel accessory ecosystem, and the introduction of a firmware update infrastructure reflects a growing expectation that charging hardware should receive software support in the same way smartphones and smartwatches do.

Users can check whether their charger requires an update at any time through either the Settings menu on a paired Pixel phone or by visiting the dedicated support portal on a compatible Android device.

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Empire City launches on April 30

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Everyone’s four favorite anthropomorphic turtles are returning to the world of video games. Teenage Mutant Ninja Turtles: Empire City will be released on April 30 for the Meta Quest, Steam VR and Pico. It is made by VR game company Cortopia Studios and will retail for $25. Empire City is a first-person action game that you’ll be able to play solo or co-op with up to four people. And yes, that means all four of the turtles are playable.

We’ve seen a lot of the quartet flexing their fighting form in games over the years, but this is their first time appearing in a standalone VR title. In addition to the shelled heroes, the first part of the new game’s trailer highlights other familiar figures from the series, such as Karai of the Foot Clan and ripped rhino Rocksteady. And of course April is there providing pizza and intel.

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Mount Everest Climbers ‘Poisoned’ By Guides In Insurance Fraud Scheme

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schwit1 shares a report from the Kathmandu Post: In Nepal, helicopter rescue on high altitude is, by any measure, a genuine lifesaving operation. At high altitude, where oxygen thins and weather changes without warning, the ability to airlift a stricken trekker to Kathmandu within hours has saved countless lives. But threaded through that legitimate system, exploiting its urgency, its opacity, and its distance from oversight, is one of the most sophisticated insurance fraud networks in the world. Nepal’s fake rescue scam is not new. The Kathmandu Post first exposed it in 2018. Months later, the government convened a fact-finding committee, produced a 700-page report, and announced reforms. In February 2019, The Kathmandu Post published a long investigative report. Last year, Nepal Police’s Central Investigation Bureau reopened the file, and what they found is that the fraud did not stop — instead it was growing.

The mechanics of the fake rescue racket are straightforward: stage a medical emergency, call in a helicopter, check a tourist into a hospital, and file an insurance claim that bears little resemblance to what actually happened. But the sophistication lies in how each link in the chain is compensated, and how difficult it is for a foreign insurer — operating from Australia and the United Kingdom — to verify events that occurred at 3,000 metres in a remote Himalayan valley. The CIB investigation identifies two primary methods for manufacturing an “emergency.” The first involves tourists who simply don’t want to walk back. After completing a demanding trek — an Everest Base Camp trek, for instance, can take up to two weeks on foot — guides offer an alternative: pretend to be sick, and a helicopter will come. The guide handles the rest. The second method is more troubling. At altitudes above 3,000 meters, mild symptoms of altitude sickness are common. Blood oxygen saturation can drop, hands and feet tingle, headaches develop. In most cases, rest, hydration or a gradual descent is all that is needed. But guides and hotel staff, according to the CIB investigation, have been trained to terrify trekkers at precisely this moment. They tell them they are at risk of dying, that only immediate evacuation will save them. In some cases, investigators found that Diamox (Acetazolamide) tablets, used to prevent altitude sickness, were administered alongside excessive water intake to induce the very symptoms that would justify a rescue call.

In at least one case cited in the investigation, baking powder was mixed into food to make tourists physically unwell. Once a “rescue” is called, the financial choreography begins. A single helicopter carries multiple passengers. But separate, full-price invoices are submitted to each passenger’s insurance company, as if each had their own dedicated flight. A $4,000 charter becomes a $12,000 claim. Fake flight manifests and load sheets are fabricated. At the hospital, medical officers prepare discharge summaries using the digital signatures of senior doctors who were never involved in the case. In some cases, these are done without those doctors’ knowledge. Fake admission records are created for tourists who were, in some documented instances, drinking beer in the hospital cafeteria at the time they were supposedly receiving treatment. In one case, an office assistant at Shreedhi Hospital admitted that he had provided his own X-ray report taken about a year ago at a different hospital, to be used as a case for treatment of foreign trekkers to claim insurance. The commission structure that holds the network together was described in detail during police interrogations. Hospitals pay 20 to 25 percent of the insurance payment to trekking companies and a further 20 to 25 percent to helicopter rescue operators in exchange for patient referrals. Trekking guides and their companies benefit from inflated invoices. In some cases, tourists themselves are offered cash incentives to participate.

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Today’s NYT Strands Hints, Answer and Help for April 3 #761

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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 relies on you having a good knowledge of a certain category of food. 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

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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: Smooth(ie) operator

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If that doesn’t help you, here’s a clue: Not vegetables.

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:

  • CLAP, LACE, HEEL, ROLE, PIMP, CALF, TAPE, GAVE, TRAY, AMONG, PINE, REIN

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:

  • ACAI, GUAVA, MANGO, PINEAPPLE, LYCHEE, PAPAYA

Today’s Strands spangram

completed NYT Strands puzzle for April 3, 2026

The completed NYT Strands puzzle for April 3, 2026.

NYT/Screenshot by CNET

Today’s Strands spangram is TROPICALFRUIT. To find it, look for the T that’s five letters down on the far-left vertical row, and wind across, down, over and up.

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Sony’s gaming division just bought an AI startup that turns photos into 3D volumes

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Sony Interactive Entertainment, owner of the PlayStation brand, has acquired Cinemersive Labs, a UK startup developing tools to convert 2D photos and videos into 3D volumes. The startup team will join Sony’s Visual Computing Group, a research engineering team focused on graphical technology, including game rendering, video coding and generative AI models.

Cinemersive’s most recent product is a virtual reality app called Parallax that works as a viewer for parallax photos — three-dimensional images that you can peer around with natural head movements — captured using traditional smartphones and professional cameras with stereo lenses. The startup developed custom AI tools to convert 2D images into 3D volumes to make Parallax possible, and Sony apparently wants to apply that expertise to its own projects.

“Following the acquisition, the Cinemersive Labs team will join SIE’s Visual Computing Group (VCG) and contribute to our broader efforts in advancing state of the art visual computing within games,” Sony says. “This includes applying machine learning to enhance gameplay visuals, improve rendering techniques, and unlock new levels of visual fidelity for players.”

Machine learning has been a major focus of Sony’s efforts to improve graphical performance on the PlayStation 5 and future hardware. The PlayStation 5 Pro was designed around a new GPU, faster storage and PlayStation Spectral Super Resolution (PSSR), custom AI upscaling tech that let the console run games at a lower resolution and then upscale them to 4K. The company recently squeezed even more performance out of the Pro with an updated version of PSSR it released in March. And with AMD, Sony is working on Project Amethyst, a multi-pronged collaboration to improve ray tracing and upscaling on the future consoles.

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Pan And Tilt The Weatherproof Way, With Bowden Cables

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Over the years there have been many designs for pan-and-tilt camera mounts suitable for single board computer cameras. Often they mount small servos for the movement, but those in turn present problems when the device finds its way outdoors. [GOAT Industries] is here with a novel solution to this problem, instead of trying to cover up the servos on the mount itself, the whole thing is remotely controlled by linear actuators through Bowden cables.

Testing was performed using Mole-Grips instead of actuators, and revealed a few design quirks. There are hefty springs to provide tension, and since they work against 3D printed assemblies those in turn have to be reinforced. The layout of the Bowden cable run is also important, as it has a bearing on the amount of springinesss in the system. But it provides a versatile pan-and-tilt mount for a Pi camera mounted in an IP-rated box, which is the object of the exercise.

For anyone wishing to build one the files can be found in a GitHub repository, and there’s a video below showing the device in action. Meanwhile it’s by no means the first pan-and-tilt head we’ve seen here at Hackaday, however many others are by necessity much more substantial affairs.

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The credibility economy. Why AI will redefine how value is measured

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A growing sense of unease is shaping how professionals engage with artificial intelligence, particularly as its capabilities expand across information creation and execution. Dan Pratl, founder of Quadron, believes this anxiety reflects a deeper structural issue that extends beyond automation and into how value itself is recognized.

We’ve reached a point at which the maturation of AI has meant that almost everyone feels insecure,” Pratl says, pointing to a broader disconnect between technological advancement and the systems designed to reward human contribution. In his view, existing frameworks for recognition and financial return have either failed to evolve or have devolved into what he frames as speculative or game-like environments, referencing developments in crypto markets and retail-driven trading ecosystems.

Pratl’s central argument is that AI is accelerating a shift that has been underway for years. “AI is very good at commoditizing knowledge and the execution of that knowledge,” he explains. “The scarce resource becomes the last mile, expertise, judgment, deployability of judgment.” As knowledge becomes increasingly abundant and execution more automated, he argues that distinguishing high-quality work from low-quality output becomes significantly more difficult, particularly for non-experts evaluating it.

This dynamic creates what Pratl refers to as a “meta problem,” where the volume of available information continues to grow, yet the mechanisms to verify credibility have not kept pace. “If you’re not an expert, all high-quality work looks the same,” he notes, underscoring that current systems offer limited ability to differentiate between accurate insight and confident but unsubstantiated claims.

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Within this environment, Pratl argues that visibility often substitutes for credibility. Social platforms, in his assessment, tend to reward attention instead of prioritizing accuracy, enabling what he frames as “the loudest voices” to outperform more rigorous but less visible expertise. “There’s no system to reward being right,” he says. “No mechanism to verify individuals quickly and enable non-consensus voices to have a seat at the table.

Pratl suggests that as AI-generated content becomes more prevalent, the absence of reliable credibility signals risks undermining decision-making across sectors, from business to healthcare. Research has shown that online misinformation and disinformation are estimated to cost the global economy about $78 billion per year, highlighting the severity of the situation. 

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In response, Pratl proposes a credibility economy, which essentially means a system designed to measure, verify, and reward expertise in a more structured and scalable way. Instead of focusing on output alone, this model shifts emphasis toward judgment and trust. In doing so, it helps create mechanisms that attribute value to individuals based on the quality and impact of their decisions.

Quadron, the company he founded, is positioned as an endeavor to build the infrastructure required for such a system. According to Pratl, this involves three core components.

The first is an enterprise layer that introduces a finishing and cohesive layer for work within organizations. “I have several work productivity platforms, but what I often find missing is a finishing layer for the final, comprehensive use,” he says. This layer, Pratl explains, is intended to ensure that individuals are recognized for applying sound judgment and delivering validated outcomes, instead of contributing to ongoing workflows without clear attribution. 

The second component is a verification layer aimed at modernizing how knowledge is structured and shared. Pratl characterizes existing intellectual property systems as outdated and insufficient for the pace and scale of contemporary knowledge exchange. In their place, Quadron is developing mechanisms that allow insights to be exposed and evaluated while maintaining appropriate levels of security. 

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The third element consists of what Pratl refers to as credibility markets, which differ from traditional prediction markets by focusing on domain-specific expertise. “It’s not generalized speculation. You’re not betting on external events where you don’t understand the odds,” he explains. Instead, these markets are designed to calibrate credibility in real time, connecting individuals with relevant expertise and allowing their judgment to be assessed within appropriate contexts. He adds, “Organizations need context and structure which requires a different methodological approach. Individuals need incentives and rewards to organize their information in that manner. We are building the systems to provide both.” 

Pratl’s perspective is informed by a career that has spanned law, open-source software, crowdfunding, and crypto, each of which, he argues, revealed limitations in how systems incentivize and sustain meaningful participation. Reflecting on these experiences, he shares, “Many such systems didn’t have the structural integrity at the incentives level to exist beyond their original creators, and they’d often lose alignment once initial motivations weakened.

A more personal catalyst emerged during a medical crisis involving his mother, where access to critical information proved inconsistent despite being technically available. “The information was centralized, but it wasn’t truly accessible,” he says, noting a system where incentives did not align with the need to surface actionable knowledge. 

The eventual outcome, he notes, depended on informal networks instead of structured systems, a reality he believes is untenable given the tools now available.

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In the upcoming years, Pratl argues that the continued advancement of AI will only intensify these challenges unless new systems are introduced to address them. Without mechanisms that reward accuracy and surface credible expertise, he suggests that decision-making processes risk becoming increasingly dependent on visibility or chance rather than informed judgment.

We’re all experts,” he says. “Our expertise is valuable if it’s structured and surfaced in the right way.” In his view, the credibility economy represents an opportunity to realign technological progress with human value, ensuring that individuals remain active participants in AI-driven systems while also being recognized and rewarded for the quality of their contributions.

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