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How to watch Bayern Munich vs Stuttgart: Free streams for DFB-Pokal final

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Watch Bayern Munich vs Stuttgart live streams as Vincent Kompany’s league winners attempt to complete a domestic double by overcoming the cup holders in Berlin and lifting the German Cup for the 21st time.

What a season it has been for Bayern Munich. Under the guidance of Kompany, the Bavarians romped to the league title, losing only one of their 34 Bundesliga matches and scoring 122 goals in the process. However, their journey to their first DFB-Pokal final in six years was far from plain sailing as they required a 94th-minute winner just to overcome third-division side SV Wehen Wiesbaden in the first round. Having seen off Bayer Leverkusen in the semi-finals, they’ll now aim for a repeat of the 4-2 win over Stuttgart in April that sealed a 35th Bundesliga title.

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Unitree GO-M8018-6 Motor Reverse Engineering

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People seem to be rather into the Unitree Go2 quadruped robot, if only for the low price tag. But perhaps more interesting are the motors that propel it — they appear to be similar to the Go1’s GO-M8010-6 motors that Unitree also sells, with [Thomas Flayols] currently working on reverse-engineering its proprietary driver using the publicly available documentation for that motor and some reverse-engineering.

These motors are an assembly that includes a reducer, magnetic encoder, 3-phase inverter, current sensing, an RS-485 bus and a Cortex-M0-based CMS32M57xx MCU, all in a very capable package intended for robotics applications where a compact actuator is needed.

The first step of reverse-engineering involved the physical PCB, made all the more difficult as Unitree was so kind as to remove all markings on the ICs. Fortunately using an X-ray machine and some sleuthing it was possible to deduce the MCU and other components. Following this SWD/OpenOCD access to the MCU could be established and the firmware key extracted from the bootloader SRAM.

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Although the firmware was encrypted, a locally recovered key was found to decrypt it. This allowed for an initial custom firmware to be developed, which [Thomas] hopes to develop into a fully featured open source firmware. Doing so would obviously open these motors to a larger audience outside of Unitree’s ecosystem, as they are pretty good value for what they offer mechanically.

It might give the associated Go2 robot a new life too considering the serious malware accusations and security issues pertaining to its firmware.

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Nicolas Cage’s ‘Spider-Noir’: How to Watch the Premiere on Prime Video

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With new seasons of The Boys, Invincible and now Spider-Noir, Prime Video isn’t at all void of superhero shows in 2026. You can stream the new live-action Spidey series starring Nicolas Cage in just a few days.

In Spider-Noir, Cage plays Ben Reilly, an aging private investigator in 1930s New York who abandoned his superhero alter-ego after a tragedy, according to Prime Video. The show also stars Lamorne Morris as Robbie Robertson, a journalist and Ben’s best friend; Li Jun Li as nightclub singer Cat Hardy; Karen Rodriguez as Ben’s secretary, Janet; and Jack Huston, Brendan Gleeson and Abraham Popoola.

The new series is based on the Marvel comic Spider-Man Noir, and it isn’t a spin-off of the animated Spider-Verse films, although Cage voiced Spider-Noir in 2018’s Into the Spider-Verse. You can stream the eight-episode season in either “Authentic Black & White” or “True-Hue Full Color.” Unsure what you prefer? Here are trailers for the former and latter versions to help you choose. 

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When to stream Spider-Noir on Prime Video

Viewers in the US can watch the complete first season of Spider-Noir as early as 12 a.m. PT (3 a.m. ET) on Wednesday, May 27.

The default, ad-supported version of Prime Video comes with a Prime membership, which runs $15 per month or $139 per year. A standalone Prime Video subscription without Prime costs $9 per month. You can opt to pay an extra $5 per month to remove commercials.

Other ways to watch Spider-Noir

If you want to watch Spider-Noir ahead of its Prime Video launch, you’ll also be able to tune into the first season via the MGM Plus linear broadcast channel (but not the MGM Plus streaming app) on Monday, May 25.

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If you don’t have cable, you may be able to access the ad-free MGM Plus channel with a live TV streaming service such as Philo or YouTube TV, which offer an $8-per-month MGM Plus add-on. This route may be worth it to you if you want to watch Spider-Noir two days before its Prime Video drop.

Alamo Drafthouse is also screening the first two episodes in some locations on May 25, but as of this writing, I only spotted a handful of seats left in Raleigh and San Francisco. You can reserve a spot by purchasing a refundable food and beverage voucher.

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Amazon recently rebranded its ad-free offering to Prime Video Ultra, effectively raising the price of commercial-free streaming by $2. Additionally, 4K UHD streaming is now exclusive to those paying the extra fee. Here’s more about the change and what to watch with your subscription.

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Amazing Stories | Hackaday

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The 2026 installment of Hackaday Europe was last weekend, and I’m still basking in the warm glow of hanging out with such an inspiring group of hackers. It’s hard to emphasize how important it is, maybe especially for those of us on the inside of Hackaday, to get to nerd out together like that. While we do our best to present your stories on our pages, there is just no substitute for getting to talk about projects, hacks, and dreams in real life.

While we can’t bring you all of the side-conversations that took place, we did manage to get the talks recorded, and we’ll be writing them up shortly. We have some bad news on that front, though: due to a technical limitation with the setup that the university had in place, we only got the audio and slide feeds, and not the camera that should have been filming the presenters. Still, we have a record of most everything that went down on the main stage, so stay tuned.

We know that not everyone can make it out to either Supercon or Hackaday Europe, but we heartily recommend keeping your eyes out for local hacker events near you. This weekend, there’s Open Hardware Summit in Berlin, for instance. If you’re near NYC, there’s HOPE coming up in August. If your tastes run more toward retrocomupting, there might be a Vintage Computer Festival chapter near you. Heck, consider looking into some of the more mainstream events as well, if that’s what is in your neighborhood.

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It’s definitely more of an effort to get out to an event in the physical world, but the connections you make with fellow hackers are absolutely worth it. Any events that we should know about?

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Snap up the powerful and four-star-rated Dell 16 Plus laptop for under $900

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I own a 14-inch laptop, and I’m often craving more screen real estate. When I’m working on a large document, doing some photo editing, or multitasking, I know a couple of extra inches would make all the difference. That’s why I’m tempted by the Dell 16 Plus, which is on sale at Dell for $899.99 (was $1,429.99).

That’s a whopping $530 saving on a powerful laptop for college students and business users. This is for the spec with an Intel Core Ultra 7 256V CPU, 16GB of RAM, and a 1TB SSD. You might be tempted to get an even better deal by reducing the capacity of the SSD, but that will, in fact, increase the price.

So, if you want a solid mid-tier laptop that we rated an impressive four stars in our review, then this deal is worthy of consideration.

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Today’s best Dell laptop deal

When we reviewed the Dell 16 Plus, we gave it a solid four stars and called it “a trustworthy mid-range [laptop] that’s light, runs well and has fine battery life”. This laptop is one of many Dell laptops that we rate highly, as you read about in our 4.5-star rated reviews of the XPS 13, XPS 14, and Dell 14 Plus.

As already mentioned, this Dell 16 Plus boasts an Intel Core Ultra 7 CPU and 16GB of DDR5 RAM. This is more than enough power for most users, even if you find yourself multitasking and using power-hungry applications. You’ll also get a large 1TB SSD for storing all your files locally and an impressive battery life of up to 20 hours.

A deal like this doesn’t come along every day, but it won’t fit the bill for everyone. If that’s the case, head over to our best laptops and best cheap laptops guides. It’s also worth checking out ourbest laptop deals page for the latest discounts.

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LG’s 2026 QNED evo AI Mini LED TVs Go Big with Screen Sizes Up to 115 Inches

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Following the rollout of its 2026 4K OLED evo and Micro RGB evo LED TVs, LG is turning its attention to the LCD side of the aisle with its latest QNED evo Mini LED lineup.

The headline act is the LG QNED evo Mini LED 92B, a 115-inch display aimed squarely at buyers who think “big screen” should mean something closer to a wall with a power cord. For those with slightly more reasonable rooms, LG is also offering the 100-inch QNED84B.

These extra large screen sizes are designed for consumers who want a more immersive home entertainment experience without moving into projector territory. Sports, movies, gaming, and the occasional 4K nature documentary that makes your living room feel like a zoo enclosure are all part of the pitch.

The 2026 LG QNED evo lineup is available for pre order now at LG.com, with the flagship 115-inch QNED92 priced at $12,999. More pricing and availability details are included below.

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LG 2026 QNED evo TVs

LG 2026 QNED evo models provide several features designed to provide optimized image and audio quality, as well as personalization. 

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Dynamic QNED Color Pro:  This feature optimizes color mapping, helping maintain rich and accurate tones even in bright HDR scenes. Certified by Intertek for achieving 100 percent Color Volume,  this means that QNED Color Pro provides wide color gamut coverage with color reproduction suitable for larger QNED evo screens, amplifying impact when watching bright sports scenes or gaming.

Precision Dimming Ultra: Available on the QNED92B, this feature controls thousands of local dimming zones to reveal fine detail in dark scenes while keeping bright highlights crisp. It also delivers deeper blacks and cleaner highlights for stronger contrast, preserving depth even in shadow-heavy scenes on larger screens.

α (Alpha) 8 AI Processor Gen 3: LG’s latest processor for it QNED evo TVs supports high-quality visuals on screens up to 115 inches with high brightness, color, and detail.

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AI Super Upscaling uses LG’s AI processor to analyze on screen objects and improve texture, edges, and fine detail. The goal is cleaner, more natural looking 4K images that remain sharp on larger screen sizes.

AI Picture Pro identifies faces, bodies, and other key elements in the image to enhance perceived depth and detail. Dynamic Tone Mapping Pro analyzes each frame to adjust brightness, clarity, and contrast for improved HDR performance.

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Gaming Support: The latest QNED evo TVs also include gaming features designed for fluid motion and responsive play. Supporting Variable Refresh Rate (VRR) up to 165Hz, AMD FreeSync Premium and Auto Low Latency Mode (ALLM), QNED evo TVs optimize motion clarity so that rapid in-game action stays sharp, highly responsive, and free of lag.

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The new Motion Booster increases the refresh rate to up to 330Hz on supported models, helping reduce motion blur and improve visual smoothness during fast paced shooters, racing games, and other titles where quick response matters.

The LG Gaming Portal also gives users access to a wide selection of cloud gaming services and native web games, making the 2026 QNED evo lineup a more complete option for gaming without requiring a console for every experience.

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AI Sound Pro: In addition to image quality, LG QNED evo TVs are also designed to provide an immersive audio listening experience. AI Sound Pro provides a virtual 11.1.2 channel surround sound field that provides clearer spatial separation and a more immersive soundstage through the TV’s built-in speakers. 

WebOS 26: With the webOS 26 smart TV platform, the 2026 LG QNED evo TVs help users keep up with live sports with a suite of versatile features, bringing a more connected and personalized way to enjoy sports matches. The Sports Portal provides a centralized hub with live content, scores, match schedules, and league standings, letting sports lovers check key information without switching apps or inputs. Sports Alert allows users to receive notifications for selected teams and leagues, including score updates, match results, and upcoming games. 

LG 75qned84bua QNED TV

Key stats such as match progress and game result predictions can be easily checked through an on‑screen AI Concierge card, helping users stay updated on multiple games at once.

AI Personalization, Secured by LG Shield: LG’s webOS 26 platform also provides AI-based personalization features for the 2026 QNED evo TV lineup. Voice ID allows individual users to automatically load their personalized My Page home screen. AI Concierge provides context‑aware suggestions and quick access to helpful functions based on current viewing activity. With additional AI support from Google Gemini and Microsoft Copilot, users can also ask questions, check information, and search for related content while watching.

For security, the entire WebOS 26 provides protection through LG Shield, a CES 2026 Innovation Award-winning technology that utilizes advanced encryption to keep user data and personalized experiences safe.

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Comparison

LG Model Series 92B 84B 84BA
Product Type QNED evo Mini LED TV QNED evo Mini LED TV  QNED evo Mini LED TV
Screen Size (inches) 115 100, 85, 75, 65, 55 85, 75, 65, 55
Price $12,999.99 100: $3,999.99
85: $1,999.99
75: $1,299..99
65: $899.99
55: $729.99
85: Pending
75: Pending
65: Pending
55: Pending
Display Type 4K QNED Mini LED  4K QNED Mini LED  4K QNED Mini LED 
Display Resolution 4K Ultra HD (3,840 x 2,160)  4K Ultra HD (3,840 x 2,160)  4K Ultra HD (3,840 x 2,160) 
Backlight Type  Mini LED  Mini LED  Mini LED 
Refresh Rate  120Hz Native (VRR 165Hz)  120Hz Native (VRR 144Hz)  120Hz Native (VRR 144Hz) 
Wide Color Gamut  Dynamic QNED Color Pro  Dynamic QNED Color Pro  Dynamic QNED Color Pro 
Picture Processor  α8 AI Processor 4K Gen3  α8 AI Processor 4K Gen3  α8 AI Processor 4K Gen3 
AI Picture  Yes  Yes  Yes 
AI Upscaling  α8 AI Super Upscaling 4K  α8 AI Super Upscaling 4K  α8 AI Super Upscaling 4K 
AI Genre Selection  Yes (SDR/HDR)  Yes (SDR/HDR)  Yes (SDR/HDR) 
AI Brightness Control  Yes  Yes  Yes 
HDR Support Dolby Vision/HDR10 / HLG  Dolby Vision/HDR10 / HLG  Dolby Vision/HDR10 / HLG 
Dynamic Tone Mapping  Yes (Dynamic Tone Mapping Pro)  Yes (Dynamic Tone Mapping Pro)  Yes (Dynamic Tone Mapping Pro) 
Filmmaker Mode™  Yes  Yes  Yes 
Precision HDR Master Pro  No Not Indicated Yes
Dimming Technology  Precision Dimming Ultra  Not Indicated Not Indicated
Motion  Processing Motion Pro  Motion Pro Noy Inficated
Gaming Support Game Optimizer (Game Dashboard) 

FreeSync Compatible (AMD)
 
VRR (Variable Refresh Rate up to 165Hz) 

ALLM (Auto Low Latency Mode) 

HGIG Mode

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Motion Booster 330 

Game Optimizer (Game Dashboard) 

FreeSync Compatible (AMD)
 
VRR (Variable Refresh Rate up to 144Hz) 

ALLM (Auto Low Latency Mode) 

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HGIG Mode

Motion Booster 288

Game Optimizer (Game Dashboard) 

FreeSync Compatible (AMD)
 
VRR (Variable Refresh Rate up to 144Hz) 

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ALLM (Auto Low Latency Mode) 

HGIG Mode

Motion Booster 288

Operating System (OS)  webOS 26  webOS 26  webOS 26 
ThinQ  Yes  Yes  Yes 
Intelligent Voice Recognition  Yes  Yes  Yes 
Magic Remote Control  Built-In  Built-In  Built-In 
Home Hub  Yes Yes Yes
Works With… Hey Google
Apple Home 
Apple Airplay 
Hey Google
Apple Home 
Apple Airplay 
Hey Google
Apple Home 
Apple Airplay 
Google Cast built-in  Yes Yes Yes
WebOS App Store Yes  Yes  Yes 
Full Web Browser  Yes  Yes  Yes 
LG Channels Yes Yes Yes
Multi View  Yes  Yes  Yes 
Always Ready  Yes  Yes  Yes 
USB Camera Compatible  Yes  Yes  Yes 
Home Office  Yes  Yes  Yes 
Games Service  Yes  Yes  Yes 
Music Service  Yes  Yes  Yes 
Sports  Yes  Yes  Yes 
Matter  Yes  Yes  Yes 
AI Concierge  Yes  Yes  Yes 
AI Chatbot  Yes  Yes  Yes 
AI Voice ID  Yes  Yes  Yes 
Copilot  Yes  Yes  Yes 
Generative AI Image  Yes (US only)  Yes (US only)  Yes (US only) 
Content Partners  Netflix, HBO Max, Disney+, YouTube. Prime Video, ESPN, Apple TV, and more  Netflix, HBO Max, Disney+, YouTube. Prime Video, ESPN, Apple TV, and more  Netflix, HBO Max, Disney+, YouTube. Prime Video, ESPN, Apple TV, and more 
LG Link  Yes  Yes  Yes 
LG Shield  Yes  Yes  Yes 
Speaker System  2.2 channel  2.0 channel  2.0 channel 
Speaker Direction  Down Firing  Down Firing  Down Firing 
Dolby Atmos  Yes  No No
AI Sound  α8 AI Sound Pro (Virtual 11.1.2 Up-mix)  α8 AI Sound Pro (Virtual 11.1.2 Up-mix)  α8 AI Sound Pro (Virtual 11.1.2 Up-mix) 
Clear Voice Pro  Yes (AI Object Remastering Pro)  Yes (AI Object Remastering Pro)  Yes (AI Object Remastering Pro) 
Audio Codec  AC4, AC3 (Dolby Digital), EAC3, HE-AAC, AAC, MP2, MP3, PCM, WMA, apt-X (Refer to manual)  AC4, AC3 (Dolby Digital), EAC3, HE-AAC, AAC, MP2, MP3, PCM, WMA, apt-X (Refer to manual)  AC4, AC3 (Dolby Digital), EAC3, HE-AAC, AAC, MP2, MP3, PCM, WMA, apt-X (Refer to manual) 
LG Sound Sync  Yes  Yes  Yes 
Sound Mode Share  Yes  Yes  Yes 
Bluetooth Surround Ready  Yes (1 Way Playback)  Yes (1 Way Playback)  Yes (1 Way Playback) 
WOW Orchestra  Yes  Yes  Yes 
Simultaneous Audio Output  Yes  Yes  Yes 
Connectiivty (Wired) IP Control 
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Simplink (HDMI CEC) 

TV Tuner – ATSC1.0 (Terrestrial), QAM (Cable) 

4 x HDMI Input  (supports 4K 120Hz, eARC, VRR, ALLM, QMS, QFT)
 
2 x USB 2.0 

RF Input (Antenna/Cable) 

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Ethernet Input 

SPDIF (Optical Digital Audio Out) 

RS-232C Input (Min Jack) 

IP Control 
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Simplink (HDMI CEC) 

TV Tuner – ATSC1.0 (Terrestrial), QAM (Cable)
 
3 x HDMI Input  (supports 4K 120Hz, eARC, VRR, ALLM, QMS, QFT) 

1 x USB 2.0
 
RF Input (Antenna/Cable) 

Ethernet Input
 
SPDIF (Optical Digital Audio Out) 

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RS-232C Input (Min Jack) – 100-inch model only

IP Control 

Simplink (HDMI CEC) 

TV Tuner – ATSC1.0 (Terrestrial), QAM (Cable) 

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3 x HDMI Input  (supports 4K 120Hz, eARC, VRR, ALLM, QMS, QFT) 

1 x USB 2.0 

RF Input (Antenna/Cable)
 
Ethernet Input 

SPDIF (Optical

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Digital Audio Out) 

Connectivity (Wireless) Wi-Fi 5

Bluetooth v5.3

Smartphone Remote App (LG ThinQ) 

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Wi-Fi 5

Bluetooth v5.3

Smartphone Remote App (LG ThinQ) 

Wi-Fi 5
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Bluetooth v5.3

Smartphone Remote App (LG ThinQ) 

Power Supply (Voltage, Hz)  AC 120V 50-60Hz  AC 120V 50-60Hz  AC 120V 50-60Hz 
Standby Power Consumption  Under 0.5 W  Under 0.5 W  Under 0.5 W 
Power Consumption  580 W  85″: 263 W 
75″: 188 W 
65″: 174 W 
55″: 126 W 
85″: 263 W 
75″: 188 W 
65″: 174 W 
55″: 126 W 
Annual Power Consumption  1062 kWh/y  85″: 483 kWh/y 
75″: 346 kWh/y
65″: 320 kWh/y 
55″: 233 kWh/y 
85″: 483 kWh/y 
75″: 346 kWh/y
65″: 320 kWh/y 
55″: 233 kWh/y 
Energy Saving Mode  Yes  Yes  Yes 
Included Accessories  Remote – AI Magic Remote MR26 

E-Manual 

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Power Cable (detachable)

Quick Start Guide 

Remote Control

Batteries 

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Stand  

Remote – AI Magic Remote MR26 

E-Manual 

Power Cable (detachable)

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Quick Start Guide 

Remote Control

Batteries 

Stand  

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Remote – AI Magic Remote MR26 

E-Manual 

Power Cable (detachable)

Quick Start Guide 

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Remote Control

Batteries

Stand  

Optional Accessories Wall Mount WB24GDB  Wall Mount 85″: WB24GCB
75/65/55″: OLW480
Wall Mount 85″: WB24GCB
75/65/55″: OLW480

The Bottom Line 

LG still owns a lot of mindshare with OLED, but the 2026 QNED evo Mini LED lineup is clearly aimed at buyers who want a very large screen without moving into OLED pricing or projector complexity. The standout here is size: up to 115 inches with the QNED evo Mini LED 92B, plus a 100 inch QNED84B for buyers who still want a massive display but have some respect for drywall.

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What makes these models worth watching is LG’s continued investment in its LCD based TV platform, including improved AI processing, upscaling, gaming features, and larger screen options. Samsung, TCL, and Hisense have been aggressive in this category, and LG clearly does not want QNED treated like the side salad next to OLED.

What is missing? At least for now, LG does not appear to be offering a new QNED model with Zero Connect Box wireless connectivity, unless last year’s 9M series carries over or a new version arrives later. WiSA support also does not appear to be listed, which matters for buyers hoping to build a cleaner wireless speaker setup around the TV.

These TVs are for consumers who want a very large 4K screen for sports, movies, gaming, and everyday streaming, but who are not shopping for an OLED or a dedicated projection system. At $12,999.99 for the 115-inch QNED92, this is still premium territory, but the target customer is obvious: someone who wants the biggest LG LCD based TV experience available without turning the room into a custom theater project.

Pricing & Availability 

The LG QNED evo Series is available for order at the following pricing: 

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  • 115-inch QNED evo AI QNED92B: $12,999.99 at LG.com
  • 100 Inch QNED evo AI QNED84B: $3,999.99 at LG.com | Amazon
  • 85 Inch  QNED evo AI QNED84B $1,999.99 at LG.com
  • 75 Inch QNED evo AI QNED84B: $1,299.99 at LG.com
  • 65 Inch QNED evo AI QNED84B: $899.99  at LG.com
  • 55 Inch QNED evo AI QNED84B: $729.99 at LG.com

Tip: Pricing and availability for the QNED84BA series are still forthcoming.  Also, LG has released two non-evo QNED Mini LED TV model series for 2026, the 75B and 74B

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The start of a worrisome Linux security trend

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Security

Or is it just life today, with AI constantly digging through code repositories in search of security holes?

OPINION Dirty Frag, Copy Fail, and Fragnesia are less a random cluster of Linux bugs and more the public unveiling of how AI tools can pry open security holes with just a prompt or two. What they also have in common is their shared abuse of a core kernel abstraction: The page cache. What does this mean for you and me? Is this the rainstorm before a downpour of killer Linux security problems, or is this just a shower? It depends on who you ask.

Whatever else may be true, these problems must be addressed. As Igor Seletskiy, CEO of CloudLinux, said: “The real story here is that we typically see one or two kernel-level LPE (Linux privilege escalations) vulnerabilities that affect multiple distros/versions per year. And now we see two such vulnerabilities one week apart. We should expect this trend to continue for quite a few months, meaning companies might have to reboot servers weekly.”

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Ouch!

But is this the start of a trend? Linus Torvalds, who knows a thing or two about Linux, said at Open Source Summit North America in Minneapolis that until recently, the kernel community would quietly notify distributions about a bug and ask them to upgrade without detailing the vulnerability, and “most of the time, nobody would figure out what happened.” That was then. This is now. With AI‑accelerated analysis, he recalled that “last week, we fixed the bug; within three hours, there was a blog post about the implications of that bug fix, because security people love getting attention.”

As a result of this kind of thing, Torvalds has changed how the Linux security community will deal with AI-discovered security holes. “AI-detected bugs are pretty much by definition not secret, and treating them on some private list is a waste of time for everybody involved – and only makes that duplication worse because the reporters can’t even see each other’s reports.” 

In addition, Torvalds added, in the case of AI-discovered bugs, you need to keep in mind that just “because you found it with AI, 100 other people also found it with AI.”

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That means we’re going to hear a lot more about Linux security problems. But are they getting worse? I asked Greg Kroah-Hartman, the Linux stable kernel maintainer, and he told me: “Maybe? It’s hard to tell; the ‘recent’ ones really are very minor, as the number of systems that have ‘untrusted users’ is not common anymore. I don’t see any real uptick in our actual bug fixes that I can tell.”

He continued: “We fix bugs like that on a daily basis, it’s just the rise of people wanting to ‘name a bug’ and release a public exploit seems to be all the rage at the moment.”

An important point that Chris Wright, Red Hat’s CTO, made at Red Hat Summit, the week before, is that in “security, all things aren’t created equal. There will always be a spectrum of vulnerabilities that will surface. Some of those will be really critical and we will need to respond very quickly, so that becomes a clear priority. Others will have a longer tail of lower severity.” 

Torvalds also added at Open Source Summit that just because you read stories about Linux and AI-discovered bugs, you shouldn’t think the same thing isn’t happening to proprietary software, such as Windows. “If you think that AI can’t reverse engineer closed source, you’re in for a surprise.” In fact, he warned, “closed source is even worse in this respect, because the AI can’t help you fix those problems, but the AI sure can help find those problems in the first place.”

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He also discouraged security researchers from publishing working exploits: “When it comes to things that really are security issues, you may not want to make the exploit public… Don’t be that guy who then crows about it publicly and says, ‘Look, I could bring down this big company.’”

Following on this theme, Christopher “CRob” Robinson, chief security architect for the Open Source Software Foundation (OpenSSF), told The Register that thanks to AI, “roughly 30 percent of reported Linux security bugs were duplicates. That’s going to be another problem in this AI age, where everybody’s a researcher, right, with a $20 cloud code account.” That, in turn, will burden already overworked maintainers with yet more patches to deal with.

Linux, Torvalds added, is something that its maintainers can handle. Smaller open source projects, however, are all too likely to be overwhelmed.

The real problem, according to what the Google Threat Intelligence Group has discovered, is that the mean time to exploit (TTE) for vulnerabilities has continually decreased “from 63 days in 2018 to -1 day in 2024 and further downward to an estimated -7 days in 2025. A negative number indicates that exploitation of a vulnerability, on average, occurred before a patch was released.”

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So what does this mean? Yes, we’re going to see a lot more security vulnerabilities showing up in Linux and other open source projects. Yes, some of them will be serious, and all too many will have exploits out before the patches arrive. It’s not, however, that Linux has suddenly become less secure. It’s that AI eyes are much better at detecting bugs than human eyes have ever been. We will catch up, and AI can help with that, too. 

In the meantime, system administrators and developers will have to be more security-conscious than ever before. As Wright told The Reg, it’s high time we switched from using SELinux in permissive to restrictive mode. Enforcing strict security is a pain, but what’s even more of a pain is having to rebuild your containers and servers after a serious attack gets through. ®

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Gemini for Home could soon power way more smart home kit

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Google is opening up its Gemini AI system in a much bigger way. This time it’s not just about new features; it’s about letting other companies build the hardware too.

The company has confirmed that it is now licensing its “Gemini for Home” stack to third-party manufacturers. Essentially, this turns its smart home AI into a full platform that others can plug into. The idea is pretty straightforward: instead of Google building every smart speaker or camera itself, it’s now giving partners the tools to make Gemini-powered devices of their own.

That includes more than just software. Google is also sharing hardware reference designs, covering things like processors, microphones, and camera modules. This means manufacturers don’t have to start from scratch. As a result, it’s a move that could significantly speed up the development of new smart home products, especially for smaller brands.


On the software side, Gemini for Home is designed to handle a few core experiences. One of the biggest is Camera Intelligence, which lets users search through security footage using natural language. Instead of scrubbing through hours of video, you can just ask Gemini to show you specific moments.

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There’s also Ask Home, which turns smart home control into something closer to a conversation. Additionally, there’s Home Brief, which delivers a daily summary of what’s happening across your connected devices, from sensors to cameras.

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At launch, Google is focusing mainly on smart speakers and security cameras. This makes sense given that those are the two most common entry points into smart home setups. The company says its reference designs will help partners build everything from high-end audio systems to more advanced camera setups with Gemini built in from day one.

Google is also expanding beyond traditional hardware makers. It’s working with internet providers and carriers, including AT&T, to bundle smart home features and integrate Gemini insights directly into their own apps and services.

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It’s still early days, and Google hasn’t said which brands will actually launch Gemini for Home devices first. But the direction is clear: instead of being just a feature inside Google Home, Gemini is being positioned as the backbone of an entire smart home ecosystem.

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FCC filing confirms more Apple headphones on the way

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An FCC filing lists a pair of unreleased Apple over-ear headphones as on the way, but it’s more likely to be a Beats product than an AirPods Max stablemate.

Occasionally, unannounced Apple products surface through regulatory filings as they undergo testing and other necessary tasks before going on sale. While these filings can often provide a lot of clues about what Apple has planned, they can sometimes raise more questions than answers.

A filing at the Federal Communications Commission found by @Aaronp613 and spotted by MacRumors on Friday are for a pair of “Bluetooth over-ear headphones.” The report, dated May 5, 2026, identifies Apple as the company behind the tested product.

There are a few real clues about what it is, aside from the description that it uses Bluetooth and has an over-ear design. There is an Apple product number of A3577, an FCC ID of BCGA3577, and an image showing where the FCC ID would be shown on an earcup.

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While an FCC filing confirms that something from Apple underwent testing, it does not indicate when the headphones will launch and go on sale. The best guess is sometime in 2026.

Personal audio speculation

The nature of an early FCC filing like this isn’t that helpful when determining what product line it belongs to. There’s enough vagueness to make it too difficult to nail down.

That Apple product number isn’t that helpful, since A3577 is far away from the AirPods Max 2, which is A3454. The preceding AirPods Max were A2096 and A3184 for Lightning and USB-C, respectively.

The unearthed image does little to help, either, since it is a simple diagram. There’s no way to determine the product’s identity visually.

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While it is entirely possible for Apple to be working on other over-ear headphones to accompany the AirPods Max 2, there are no rumors circulating about it.

Another possibility is that Apple is preparing more headphones for its subsidiary, Beats. The most recent Beats headphone release was the Solo 4 in April 2024.

The other headphones in its lineup, the Beats Studio Pro, were released in July 2023, making it three years old.

It is entirely possible that a brand new headphone line is on the way, but it’s a small chance. The better bet is on an update to an existing older product line, making the Beats Studio Pro a good candidate.

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IvyCraft Review: AI Workspace For Infographics, Video and Podcasts

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Most people working with AI today are not using one tool. They are using multiple tools for a single task. A PDF goes into ChatGPT for a summary, key points are copied into Canva for design, and a script moves into ElevenLabs for audio. Similarly, a slide deck gets built in Gamma. Then everything is checked again against the original source because nobody fully trusts the output. That is the modern version of tab overload.

ChatGPT and Claude are strong with text, but visuals still take work. NotebookLM is excellent for source-based summaries and audio overviews, but it does not give users much creative design control. Gamma makes quick slides, but it does not turn research into podcasts, comics, videos, or broader creative assets.

IvyCraft enters that gap. It is not just another chat box, but works more like an integrated AI creation workspace built for people who need to turn source material into finished communication assets.

What Is IvyCraft?

IvyCraft is a source-to-screen AI creation workspace. That means it starts with raw material and helps turn it into polished outputs. The input side is broad. Users can upload PDFs, paste URLs, add video links, work with audio files, or start from text. The output side is where IvyCraft becomes more interesting. It can generate infographics, slides, videos, comics, podcasts, posters, and storybook-style content from the same source base.

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The most useful part is source tracing. When IvyCraft generates a claim, users can trace it back to the original material. AI tools are useful, but only when the user can verify where the information came from. IvyCraft is designed around that need, which makes it more practical for research, education, marketing, and business content. In other words, IvyCraft is positioned as a platform that moves beyond simple chat by turning documents, videos, and audio into multiple content formats. 

How IvyCraft Was Tested?

For this review, IvyCraft was tested across two weeks of regular use. The input materials included a 20-page academic PDF on climate technology, a 45-minute YouTube investor lecture, and a recorded internal team audio memo. These were chosen on purpose. A good AI workspace should not only handle clean text. It should be able to make sense of dense research, spoken content, and messy internal material.

The outputs tested included one slide deck, one infographic, one short video, one comic strip, and one podcast script. The IvyCraft review focused on three things: whether the outputs stayed coherent, whether the design quality was usable without heavy fixing, and whether the platform reduced hallucination by tying claims back to source content.

Results:

Deep Dive: Core Features

Here are some core features of IvyCraft that you should know about:

The Source Library

The Source Library is where IvyCraft starts to feel less like a chatbot and more like a workspace. 

Instead of asking questions in an empty chat window, users first upload or add their source materials. That could be a PDF report, a YouTube lecture, an audio memo, a URL, or a text document. IvyCraft then reads those materials before generating anything.

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That matters more than it sounds. In many AI tools, users spend half the time reminding the model what the project is about. IvyCraft keeps the source context available. The workflow feels closer to building from a research folder than chatting with a general model.

For researchers, this is useful because arguments stay closer to the source. For marketers, it means one webinar or white paper can become several content assets. For teachers, a lesson can start from one video or chapter and turn into a visual learning material.

AI Infographics: The Visual Breakthrough

The infographic tool is one of IvyCraft’s strongest features. The basic process is simple. Highlight or select content, then generate an infographic. The question is whether IvyCraft simply dumps bullet points into a decorative template or actually understands the information.

The answer is mixed, but mostly positive. For the climate tech PDF, IvyCraft did more than create a circle of bullets. It grouped related ideas, separated causes from outcomes, and turned timeline-style information into a visual flow. The first version still needed refinement, mostly spacing and wording, but the logic of the layout made sense.

This is where IvyCraft stands apart from text-first AI tools. A summary is useful, but an infographic changes how quickly someone else can understand the material. The platform seems to understand that knowledge work does not end with comprehension. It ends when the idea can be communicated clearly.

Results:

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The weaker side needs polishing. Dense source material can lead to crowded visuals. Shorter, cleaner sections produce better infographics. Still, as a first draft, the feature is strong enough to save serious time.

AI Video and Comics

The video and comic tools are built for repurposing. That is where IvyCraft starts becoming valuable for educators, marketers, and internal communication teams.

A dry report can become a short explainer video. A lecture can become a comic strip for students. A webinar can turn into short social content.

The short video output was best when the topic had a clear structure. The investor lecture, for example, converted well into a short “key takeaways” video. The pacing was acceptable, the script was readable, and the visuals followed the main ideas. It was not a replacement for a professional editor. It was, however, a very solid first version.

Result:

The voiceover quality was usable. It sounded clean enough for internal content, learning material, and social snippets. For polished brand campaigns, manual editing would still help.

The comic output was surprisingly effective for education-style content. IvyCraft turned abstract climate tech concepts into a sequence of panels that felt easier to follow than a plain summary. 

The main limitation is depth. IvyCraft’s AI video feature is better for short loops, explainers, and social clips than long narrative videos. That is not a failure. It is just where the tool currently fits best.

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AI Slides: The Gamma Competitor

Slides are where IvyCraft enters more familiar territory. Gamma, Tome, and similar tools already made prompt-to-deck generation popular.

IvyCraft’s advantage is not that it creates slides. It is that the slides are grounded in the uploaded source material.

When the climate tech PDF was converted into a deck, IvyCraft did a decent job identifying the argument structure. It opened with the problem, moved into market forces, then covered technology categories and investment implications. That is better than simply shuffling facts.

If the goal is a quick startup pitch from a short prompt, Gamma may feel faster. If the goal is a slide deck based on a real document, IvyCraft feels safer.

Source Traceability: The Fact-Check Mode

Source traceability is one of IvyCraft’s most important features.

When a generated output contains a claim, users can trace that claim back to the source. In practice, this reduces the anxiety that comes with AI-generated material. Instead of rereading the entire PDF to verify one point, users can jump back to the original section.

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NotebookLM is already strong in source-grounded Q&A. IvyCraft’s key move is applying similar trust mechanics to creative outputs. A slide, infographic, or podcast script is more useful when it can still point back to the original source.

For casual users, this may feel like a nice bonus. For professional users, it is one of the reasons the product is worth taking seriously.

Workflow Comparison: Before Vs. After

The biggest value of IvyCraft becomes obvious when comparing workflows.

Scenario The Old Way The IvyCraft Way
Researcher Read PDF for 2 hours, summarize in Word, build PowerPoint manually Upload PDF, generate summary, convert key sections into infographic and slides
Teacher Find YouTube video, write questions, search for images, create worksheet Paste video URL, generate comic strip, create quiz or lesson asset
Marketing Team Listen to webinar, transcribe audio, feed notes into ChatGPT, design assets in Canva Upload audio, extract quotes, generate video clips and visual content
Analyst Review long report, pull charts manually, build executive summary Upload source, generate slide deck, trace claims back to source
Internal Team Turn meeting audio into notes, then rewrite for updates Upload audio memo, generate summary, podcast script, and short shareable content

This is where IvyCraft’s value becomes clearer. It does not only save time on one task. It reduces handoffs between tools.

That matters because most knowledge work is not difficult at one step. It becomes difficult because the work keeps moving between apps.

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Why Choose IvyCraft Over NotebookLM?

NotebookLM is a strong tool. It is especially useful for source-based Q&A and audio summaries. But it has limits.

NotebookLM can help users understand sources, but its creative flexibility is narrower. Its generated images cannot be edited afterward in the same way a design workspace allows. Outside of image and podcast generation, users still rely heavily on prompts and external tools to create visual assets.

IvyCraft does not have that same limitation. It supports a wider range of outputs, including PPTX presentations, infographics, comics, podcasts, posters, videos, and more. That makes it more useful when the goal is not only to understand material but to turn that material into communication.

Source traceability is also comparable in intent. Both platforms take grounding seriously. The difference is that IvyCraft carries that traceability into more content formats.

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So the choice is not simply “IvyCraft vs. NotebookLM.” It is more about the job. If the goal is studying and asking questions, NotebookLM works well. If the goal is turning source material into finished creative assets, IvyCraft has the broader workspace.

Head-To-Head Comparison

Feature IvyCraft NotebookLM Gamma ChatGPT
Core Output Visual + Audio + Text Audio + Notes Slides Text/Chat
Infographics Native No Limited Limited
Video/Comics Yes No No No
Podcasts Yes Yes No Script only
Slides Yes No native deck generation Yes Outline only
Source Citation Strong visual/source tracing Strong text grounding Limited Depends on input
Best For End-to-end content creation Study and source Q&A Quick decks Brainstorming and writing

IvyCraft’s strongest advantage is range. It combines analysis and creation in a way most competitors do not.

Pros And Cons

Here are some pros and cons that can help you come up with a decision:

Pros

  1. The Glue is Real: IvyCraft brings reading, summarizing, designing, and repurposing into one flow. That is its strongest quality.
  2. Visual IQ is Better than Expected: The infographic and comic tools are not just decorative. They often organize ideas in a way that makes sense.
  3. Source Tracing Builds Trust: Being able to click back to original material reduces the “black box” feeling that comes with many AI tools.
  4. Good for Repurposing: One source can become a deck, podcast, short video, and visual summary.

Cons

  • Video Still Works Best for Short Content: It is useful for clips and explainers, but not yet a full replacement for long-form video production.
  • The Workspace Model Takes Adjustment: Users coming from ChatGPT may expect to start typing immediately. IvyCraft works better when sources are uploaded first.
  • Visual Exports May Need Cleanup: Dense infographics and slides can require manual spacing fixes before final use.

Pricing And Value

IvyCraft’s value depends on how many tools it replaces. A typical content or research workflow may involve Canva Pro, ChatGPT Plus, NotebookLM, a video tool, a podcast tool, and a slide generator. Even if some of those tools are free, the workflow still costs time and attention.

  • Basic: $7.00/month with 10,000 tokens
  • Pro: $14.00/month with 20,000 tokens
  • Max: $70.00/month with 100,000 tokens

Who Is IvyCraft For?

Good Fit

  1. Researchers and Analysts who need to turn dense source material into visual briefs, slides, or summaries.
  2. Educators who want to make lessons more engaging by converting chapters or videos into comics, quizzes, storyboards, or audio material.
  3. Content Marketers who need to repurpose one webinar, report, or podcast into multiple pieces of content.
  4. Consultants who regularly turn research into decks, client summaries, and visual explanations.

Bad Fit

  1. Coders who need advanced code execution, debugging, or notebook-style computation.
  2. Users Who Only Need Simple Chat may find the workspace model more than they need.

FAQ

Is IvyCraft Better Than NotebookLM?

It depends on the use case. NotebookLM is excellent for source Q&A and audio overviews. IvyCraft is stronger when users need multiple output formats, such as slides, infographics, comics, podcasts, posters, and videos. It is better for creation, not just study.

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Can IvyCraft Generate AI Podcasts From My PDF?

Yes. IvyCraft can use uploaded source material, such as PDFs, to generate podcast-style scripts or audio content. This is useful for turning long reports or research documents into easier listening formats.

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Is The Infographic Export High Resolution?

IvyCraft’s infographic output is usable for presentations, internal reports, teaching material, and social content. Complex visuals may still need light editing, especially when the source material is dense.

Does IvyCraft Hallucinate Facts?
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IvyCraft reduces hallucination risk by grounding outputs in uploaded sources and offering traceability. That does not mean users should skip review. It means fact-checking is much easier because claims can be traced back to the original material.

Can I Edit the Slides After AI Generates Them?

Yes. IvyCraft-generated slides can be adjusted after creation. In practice, most decks still benefit from light editing before presentation, especially around wording, spacing, and visual emphasis.

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The Verdict

IvyCraft earns a strong 4.5 out of 5. It is not just a chat wrapper. The platform understands something many AI tools still miss: knowledge work does not stop at summarization. Most professionals need to explain, present, teach, publish, or repurpose what they learn. That is where IvyCraft stands out. It connects source understanding with content creation, and it does so across formats that usually require several tools. It still has rough edges. Some features might need improvement, but the direction is right. For anyone tired of copying text between AI tools, design apps, slide generators, and audio tools, IvyCraft feels like a serious step forward. Stop switching tabs. Start crafting. Try IvyCraft for free!

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Water-cooling A 3D Printed Rocket Isn’t Quite Practical

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Consumer-grade 3D printers are useful for lots of things, but they kind of fall down when it comes to making stuff that survives high temperatures. [Mr. More Gooder] wasn’t deterred from a rocket build using FDM printed parts though, instead relying on water cooling to try and beat this practical limit.

The concept is simple enough—[Mr. More Gooder] printed a propane-burning combustion chamber and nozzle out of plastic that you’d totally expect to melt when the flames started. Thus, the nozzle was given fittings to allow water to be continually pumped through to try and drag away enough heat to let the rocket survive more than a few seconds. Unfortunately, during testing the uncooled combustion chamber quickly melted. A redesign with water cooling throughout performed a little better, until the water jacket began to leak into the main chamber and extinguished the flames. Melted plastic could be seen dripping out of the nozzle shortly after ignition, too.

Even if the nozzle did hold up for a longer period of time, it’s worth noting this is probably not a viable route towards a flight-ready engine. Mostly because you would need a huge supply of water to keep the components cool which would add a great deal of weight to any such build. There’s a reason NASA doesn’t recycle old drink bottles to make rocket engines, after all.

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In any case, we love to see all sorts of rocket experiments, even the unsuccessful ones.

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