logo
You Can Now Use LegoGPT to Turn Your Text Inputs Into Lego Designs

You Can Now Use LegoGPT to Turn Your Text Inputs Into Lego Designs

CNET09-05-2025
Ever wanted to take your Lego building game to the next level? A team of computer scientists at Carnegie Mellon University built LegoGPT, the first AI model that takes text inputs and turns them into physically stable Lego designs.
Instead of using an AI generator that will churn out a potentially wacky design to fit the request you input, LegoGPT's designs abide by the laws of physics.
Read more: The best Lego kits
According to the team's research, which can be found on GitHub, the AI model was trained on a dataset of over 47,000 Lego structures with 28,000 unique 3D objects. The designs generated with LegoGPT were physically stable 98% of the time.
The tool is free to access on GitHub. You can start by uploading pictures of your existing blocks to determine which building options you have.
Orange background

Try Our AI Features

Explore what Daily8 AI can do for you:

Comments

No comments yet...

Related Articles

'Seed-Strapped' AI Startups Are Refusing Millions— To Make Billions
'Seed-Strapped' AI Startups Are Refusing Millions— To Make Billions

Forbes

time17 minutes ago

  • Forbes

'Seed-Strapped' AI Startups Are Refusing Millions— To Make Billions

Investors Chasing AI startups Valuation, headcount, and total capital raised are the traditional markers of startup success. But what if that conventional wisdom is actually a relic of the SaaS era? AI startups that have asked that same question are now turning to a new, 'seed-strapping' funding strategy to become profitable, keep their stake in the company, and avoid the notorious dilution treadmill of venture capital. A story of a particular AI CEO, Pukar C. Halal of Craft Ventures-backed SecurityPal is what put this trend on my radar. And I'm seeing a pattern emerging in entrepreneurship that's worth exploring: in 2025, you can scale to profitability while incurring far fewer sunk costs, and this means entrepreneurs can retain ever-larger shares of their own companies—often to the disdain of their early of climbing the 'Series A-to-IPO' ladder, this new cohort of AI founders is raising one seed round—if any—sprinting to profitability, and basically skipping the traditional follow-on rounds venture capitalists depend on for valuation mark-ups and expanded founders, a self-funding, cash-flow-positive company is the dream—more control, more equity, and the ability to fundraise on their own terms, if they so choose. But for many traditional venture investors, this is dead money with no new valuation mark-ups. As this seed-strapping trend gains momentum, AI startups may be the clearest indication yet that the old, growth-at-all-costs model is broken, and the balance of power may be shifting towards entrepreneurs. Venture Math Has Flipped Right now, venture capitalists are sitting on record amounts of unused capital, known as "dry powder," which has reached nearly $500 billion as of mid-2025. Yet IPO markets are just starting to thaw, while billion-dollar acquisitions—which were commonplace through 2021—have been scarce ever since rising interest rates and market uncertainty slowed deals in 2022. Without these exits, VCs can't return profits to their own investors and must rely on paper mark-ups—increased valuations from later funding rounds—to show results in higher competition for fewer attractive deals. It also drives up entry prices, slows returns, and makes it harder for VC firms to raise future funds. But for seed-strappers, their strong financial position gives them the leverage to set deal terms in their VCs vying for a shrinking pool of standout opportunities, founders can choose the most founder-friendly investors and auction scarce equity to the highest bid term sheet. This creates higher valuations, minimizes dilutions, and allows the company to set protective provisions in place that preserve equity and control. And, with no public-market deadline looming, founders can focus on building durable cash flow instead of chasing vanity metrics for Wall is this supply-demand mismatch clearer than in AI, where falling compute costs and open-source models let teams reach profitability on a shoestring. Why AI Economics Have Changed It's never been cheaper to build a profitable AI business. Cloud computing costs, particularly GPU prices essential for AI training, have been plummeting. At the same time, powerful open-source AI models like Meta's Llama have drastically lowered entry barriers, allowing lean, disciplined teams to deliver market-ready products increased efficiency means many AI companies can now achieve meaningful revenue well before even reaching what used to be considered Series A territory. This fundamentally changes venture economics. Lower costs and faster paths to profitability grant entrepreneurs unprecedented leverage, allowing them to dictate deal terms on their own timelines—or reject outside funding altogether. A New Cohort of AI Entrepreneurs Here are a few companies that have embraced seed-strapping and found skyrocketing success along the way:After raising $21 million Series A from Craft Ventures, SecurityPal AI built a hybrid AI platform that pairs LLM agents with a team of 300 forward deploy analysts at its 24/7 RLFH command center in Kathmandu, aka 'Silicon Peaks.' Think Surge AI but for the fast-growing Security Assurance market at the intersection of GRC, cybersecurity, and revenue. What once took weeks now takes hours with SecurityPal. The company quickly became profitable, landing six- and seven-figure deals with Fortune 500s and top tech names including OpenAI, Grammarly, Airtable, and then, the founder hasn't raised another dollar despite, according to inside sources, fielding interest from over 100 firms. In an email from Pukar C. Hamal, SecurityPal AI's CEO, to somebody inquiring about investing, Hamal replied,'we're already profitable, and we're taking customers away from the Big Four every week. My focus is on scaling revenue right now, not growing headcount with venture capital or increasing our paper valuation.'SecurityPal AI's last valuation was $105 million, but, it appears Hamal shares the sentiment of quite a few AI founders these days: the only metric that matters is could not be reached for comment on this AI, a bootstrapped data-labeling powerhouse, took seed-strapping one step further by skipping outside funding entirely. While heavily-funded rivals like Scale AI raised hundreds of millions in an effort to scale quickly, Surge AI grew organically and is now generating over $1 billion annually. Their platform tackles the bottleneck of quality, human-labeled data for LLM training, leveraging a global crowd-workforce platform to deliver premium RLHF datasets to customers such as Anthropic and a company that bolts AI-powered edge modules onto factory equipment, bootstrapped itself to $80 million in annual revenue before accepting a single outside investment. When Bright AI's founders did raise a meager $15 million, it wasn't because they needed to. It was optional R&D money to test new form factors while keeping full control of the business. They kept all of their board seats and routinely turn down nine-figure term sheets from growth startups like these are leading the charge when it comes to rejecting the blitzscale model and shifting power back to entrepreneurs. However, investors don't share the same enthusiasm. Why Investors Are Annoyed—And Founders Don't Mind Investors accustomed to frequent fundraising rounds and rapidly increasing valuations find seed-strappers frustrating because it chips away at the industry's core sales pitch: raise aggressively and then raise again. Without further fundraising, investors can't increase valuations on paper, nor can they easily exit their investments. For venture firms whose performance metrics depend heavily on these mark-ups, seed-strappers represent a wrench in the traditional venture machine, and investors are taking losses as a founders don't seem troubled by their investors' impatience. This is likely due to the fact that reducing their reliance on venture capital means founders now have the freedom to focus on scaling their company, rather than chasing fundraising cycles. Staying lean allows them to control their destiny and maintain ownership and strategic flexibility without external pressure and unnecessary oversight. What This Means for Entrepreneurs and InvestorsFor aspiring entrepreneurs, seed-strapping represents a path of greater autonomy, lower risk, and a higher financial upside. It challenges the assumption that startups must continuously raise capital to succeed. Instead, founders can leverage capital-efficient technologies to organically build profitable businesses early on, thereby maintaining control and maximizing personal equity. In this new playbook, customer revenue is becoming the cheapest form of investors and those interested in venture finance, seed-strapping raises fundamental questions about the venture capital model itself. As the IPO window narrows and M&A appetites become more selective, funds can no longer rely on follow-on rounds for paper mark-ups or quick exits. Instead, the game is shifting towards underwriting genuine cash-flow durability to an 'earn more, own more' model that favors profitability over investors, entrepreneurs, and observers grapple with the shifting landscape, one thing is clear: this is a return to financial fundamentals, signaling a future where profitability is the hallmark of a successful startup.

Nvidia is again Wall Street's most valuable company. How it got there, by the numbers
Nvidia is again Wall Street's most valuable company. How it got there, by the numbers

Washington Post

time36 minutes ago

  • Washington Post

Nvidia is again Wall Street's most valuable company. How it got there, by the numbers

Nvidia reached another milestone in its rise to becoming one of the world's most important companies: the first publicly traded company to reach a market value of $4 trillion. Nvidia and other companies benefiting from the boom in artificial intelligence have been a major reason the S&P 500 has recently climbed to a record. Their explosion of profits has helped to propel the market despite worries about possible pain coming for the U.S. economy from tariffs and other policies of President Donald Trump.

Prime Day Deal: The Apple Watch Series 10 Is My Favorite Smartwatch, and It's Nearly 25% Off Right Now
Prime Day Deal: The Apple Watch Series 10 Is My Favorite Smartwatch, and It's Nearly 25% Off Right Now

CNET

time37 minutes ago

  • CNET

Prime Day Deal: The Apple Watch Series 10 Is My Favorite Smartwatch, and It's Nearly 25% Off Right Now

Amazon Prime Day deal: This sleek and functional smartwatch from Apple has an amazing deal during this week's Amazon Prime Day sales event. It's $380, or 24% off its regular price, and it's a fantastic blend between a smartwatch and a traditional wristwatch. As a product reviewer for CNET, I've tested dozens of smartwatches to help readers figure out which are the best ones to buy and which aren't worth the money. Every time I'm done with a review, I like to go bare-wristed for a few days to give myself a break. However, I noticed something unexpected after wrapping up my review of the Apple Watch Series 10: For the first time ever, I didn't want to take the gadget off. I've always been on the lookout for a hybrid watch that strikes the right balance between a traditional wristwatch and a smartwatch. Plenty of wearables over the years have promised just that, like the Withings Scanwatch range. The Series 10, which tops our list of the best smartwatches for 2025, strikes the ideal balance for me because it doesn't compromise on connectivity, fitness tracking features or the overall look. That's because of the LTPO 3 technology that lets the screen refresh at 1Hz and gives the Series 10 a ticking second hand on a few watch faces, even when the display isn't actively being used. It makes Apple's device feel like a regular watch when I'm not actively using it, which is different from any other smartwatch I've tested. I like being able to change up the look by switching between the Reflections watch face, with its sweeping "analog" second hand, and Activity Digital, with its digital seconds counter. I wish there were more watch faces that supported this ticking second hand. There is Flux, but I've found myself siding with Redditors who think it's kind of goofy. (If you've found a color combination that makes it feel less comical, let me know!) The ticking second hand isn't just an aesthetic choice, or for the times when I'm anxiously checking to make sure I'm not too early for my next meeting. It's also practical for folks in different professions, like health care workers who need to have a second hand even after the display times out. More than the ticking second hand, it's the display itself I was skeptical that the Series 10's wide-angle OLED display would make that much difference to the viewing experience. Apple says it's up to 40% brighter than earlier watch displays when you're looking at it off-axis. So of course I had to compare it to every other Apple Watch in my review cabinet, including the Series 9. When using my eyes alone I'm not able to quantify how much brighter it appears as a percentage, there's no question the Series 10 is easier to see and looks brighter than other Apple Watch models with the same watch face. The Series 10 doesn't have the same battery life or rugged construction, but I miss its display when I have to switch to the $799 Apple Watch Ultra 2. Apple Watch Series 10 specs Case sizes: 42mm, 46mm 42mm, 46mm Battery life: Up to 18 hours Up to 18 hours Screen: LTPO3 OLED Always-On Retina display LTPO3 OLED Always-On Retina display Refresh rate: 1Hz 1Hz Brightness: Up to 2,000 nits Up to 2,000 nits Water resistance: Up to 50m Best July Prime Day Deals 2025 CNET's team of shopping experts have explored thousands of deals on everything from TVs and outdoor furniture to phone accessories and everyday essentials so you can shop the best Prime Day deals in one place. See Now Why I never want to take it off It's not just the display that's made it hard for me to remove the Series 10 from my wrist. There's almost every health and fitness tracking feature I could want, from a range of cycling tools to sleep apnea notifications, which is part of the reason this watch tops our list of the best smartwatches for 2025. Then there's WatchOS 11, which brings helpful safety tools like Check In to my wrist, so I no longer have to manually send the "I'm home!" message to friends and family. If only it worked with recipients who don't use iMessage: I truly hope Apple will add compatibility for RCS messaging for this indispensable safety tool, just like FaceTime works on Android through a web link. I now understand what people mean when they say they feel naked when they leave their house without their phones. Except for me, it's a watch. The Apple Watch Series 10 is normally listed at $499, but you can get one for as much as $120 off right now, so it's quite the deal. Prices vary quite a big depending on case size, finish and band type, so be sure to click around to see all your options, and double-check the price of your selected configuration before finalizing your purchase. If you're looking for more tech deals, don't miss the best Apple deals during Prime Day.

DOWNLOAD THE APP

Get Started Now: Download the App

Ready to dive into a world of global content with local flavor? Download Daily8 app today from your preferred app store and start exploring.
app-storeplay-store