TSMC's upcoming 2nm microchip is a breakthrough. Here's what it means for the future of tech — from AI to smartphones.
When you buy through links on our articles, Future and its syndication partners may earn a commission.
On April 1, 2025, the Taiwanese manufacturer TSMC introduced the world's most advanced microchip: the 2 nanometre (2nm) chip. Mass production is expected for the second half of the year, and TSMC promises it will represent a major step forward in performance and efficiency — potentially reshaping the technological landscape.
Microchips are the foundation of modern technology, found in nearly all electronic devices, from electric toothbrushes and smartphones to laptops and household appliances. They are made by layering and etching materials like silicon to create microscopic circuits containing billions of transistors.
These transistors are effectively tiny switches, managing the flow of electricity and allowing computers to work. In general, the more transistors a chip contains, the faster and more powerful it becomes.
The microchip industry consistently endeavors to pack more transistors into a smaller area, leading to faster, more powerful, and energy efficient technological devices.
Compared to the previous most advanced chip, known as 3nm chips, TSMC's 2nm technology should deliver notable benefits. These include a 10%-15% boost in computing speed at the same power level or a 20-30% reduction in power usage at the same speed.
Additionally, transistor density in 2nm chips is increased by about 15%, over and above the 3nm technology. This should enable devices to operate faster, consume less energy, and manage more complex tasks efficiently.
Taiwan's microchip industry is closely tied into its security. It is sometimes referred to as the "silicon shield", because its widespread economic importance incentivises the US and allies to defend Taiwan against the possibility of Chinese invasion.
Related: China's new 2D transistor could soon be used to make the world's fastest processors
TSMC recently struck a US$100 billion deal (£76 billion) to build five new US factories. However, there is uncertainty over whether the 2nm chips can be manufactured outside Taiwan, as some officials are concerned that could undermine the island's security.
Established in 1987, TSMC, which stands for Taiwan Semiconductor Manufacturing Company, manufactures chips for other companies. Taiwan accounts for 60% of the global "foundry" market (the outsourcing of semiconductor manufacturing) and the vast majority of that comes from TSMC alone.
TSMC's super-advanced microchips are used by other companies in a wide range of devices. It manufactures Apple's A-series processors used in iPhones, iPads, and Macs, it produces NVidia's graphics processing units (GPUs) used for machine learning and AI applications. It also makes AMD's Ryzen and EPYC processors used by supercomputers worldwide, and it produces Qualcomm's Snapdragon processors, used by Samsung, Xiaomi, OnePlus, and Google phones.
In 2020, TSMC started a special microchip miniaturization process, called 5nm FinFET technology, that played a crucial role in smartphone and high-performance computing (HPC) development. HPC is the practice of getting multiple processors to work simultaneously on complex computing problems.
Two years later, TSMC launched a 3nm miniaturization process based on even smaller microchips. This further enhanced performance and power efficiency. Apple's A-series processor, for example, is based on this technology.
Smartphones, laptops and tablets with 2nm chips could benefit from better performance and longer battery life. This will lead to smaller, lighter devices without sacrificing power.
The efficiency and speed of 2nm chips has the potential to enhance AI-based applications such as voice assistants, real time language translation, and autonomous computer systems (those designed to work with minimal to no human input). Data centers could experience reduced energy consumption and improved processing capabilities, contributing to environmental sustainability goals.
Sectors like autonomous vehicles and robotics could benefit from the increased processing speed and reliability of the new chips, making these technologies safer and more practical for widespread adoption.
This all sounds really promising, but while 2nm chips represent a technological milestone, they also pose challenges. The first one is related to the manufacturing complexity.
Producing 2nm chips requires cutting-edge techniques like extreme ultraviolet (EUV) lithography. This complex and expensive process increases production costs and demands extremely high precision.
RELATED STORIES
—AI-designed chips are so weird that 'humans cannot really understand them' — but they perform better than anything we've created
—Light-powered computer chip can train AI much faster than components powered by electricity
—Tiny AI chip modeled on the human brain set to boost battery life in smart devices
Another big issue is heat. Even with relatively lower consumption, as transistors shrink and densities increase, managing heat dissipation becomes a critical challenge.
Overheating can impact chip performance and durability. In addition, at such a small scale, traditional materials like silicon may reach their performance limits, requiring the exploration of different materials.
That said, the enhanced computational power, energy efficiency, and miniaturization enabled by these chips could be a gateway to a new era of consumer and industrial computing. Smaller chips could lead to breakthroughs in tomorrow's technology, creating devices that are not only powerful but also discreet and more environmentally friendly.
This edited article is republished from The Conversation under a Creative Commons license. Read the original article.
Hashtags

Try Our AI Features
Explore what Daily8 AI can do for you:
Comments
No comments yet...
Related Articles
Yahoo
35 minutes ago
- Yahoo
Roper Technologies, Inc. (ROP): A Bull Case Theory
We came across a bullish thesis on Roper Technologies, Inc. (ROP) on FluentinQuality's Substack. In this article, we will summarize the bulls' thesis on ROP. Roper Technologies, Inc. (ROP)'s share was trading at $572.18 as of 10th June. ROP's trailing and forward P/E were 41.32 and 28.82 respectively according to Yahoo Finance. An experienced software engineer working on a complex line of code in a programming suite. Roper Technologies may still carry an industrial-sounding name, but the company has long since transformed into a stealth giant in mission-critical software. Its portfolio spans healthcare, education, insurance, and compliance sectors where reliability and low switching costs reign supreme. Rather than chase trends, Roper quietly acquires foundational software businesses that customers can't operate without, often holding them indefinitely. These aren't flashy, hyper-growth startups but high-retention, capital-light cash generators that offer strong free cash flow from day one. With a disciplined M&A strategy, Roper targets niche market leaders, pays based on cash yield instead of frothy market comps, and preserves each acquisition's operational autonomy. It avoids fixer-uppers and instead builds a collection of enduring franchises. The result is a business model that delivers SaaS-like gross margins north of 60% and operating margins exceeding 30%, all without the volatility or high burn of traditional software players. Its revenue base is highly recurring, providing resilience across market cycles, while reinvestment remains methodical and dividends grow in lockstep with free cash flow. Roper's strength lies in its ability to unify a seemingly diverse portfolio through pricing power, long-term contracts, and dominant positions in fragmented markets. Though under-the-radar and rarely in the headlines, Roper steadily compounds capital with Berkshire-like patience and software economics. For investors seeking reliable, high-margin, cash-generative software with structural staying power, Roper offers a compelling alternative to more speculative tech names. It's not about scale for scale's sake—it's about quiet durability, and Roper has been delivering that in spades for decades. Previously, we highlighted a on Roper Technologies (ROP) by D Invests, which emphasized its transformation from industrial supplier to asset-light software compounder, driven by disciplined M&A and exceptional cash efficiency. FluentInQuality reinforces this view but goes further—casting Roper as a Berkshire-like capital allocator in disguise, quietly assembling high-retention software franchises that deliver SaaS economics without the hype. Roper Technologies, Inc. (ROP) is not on our list of the 30 Most Popular Stocks Among Hedge Funds. As per our database, 46 hedge fund portfolios held ROP at the end of the first quarter which was 54 in the previous quarter. While we acknowledge the risk and potential of ROP as an investment, our conviction lies in the belief that some AI stocks hold greater promise for delivering higher returns and have limited downside risk. If you are looking for an extremely cheap AI stock that is also a major beneficiary of Trump tariffs and onshoring, see our free report on the best short-term AI stock. READ NEXT: 8 Best Wide Moat Stocks to Buy Now and 30 Most Important AI Stocks According to BlackRock. Disclosure: None. This article was originally published at Insider Monkey.


Indianapolis Star
43 minutes ago
- Indianapolis Star
National Smoothie Day 2025 deals: See what 11 chains are offering
Fans of fruity, health-forward drinks may rejoice, as National Smoothie Day is here. Whether you enjoy a classic strawberry-banana or a drink full of leafy greens, there's bound to be a choice for you on the smoothie menu. National Smoothie Day is Saturday, June 21, and is celebrated each year on June 21. Several smoothie and healthy food chains offer promotions for the "holiday," whether it be buy-one-get-one deals, special discounts or extra loyalty member points. Here is a roundup of different National Smoothie Day deals, from Smoothie King and Jamba Juice to Tropical Smoothie Cafe and Juice It Up! While this list includes several nationwide chains, local smoothie spots near you may be serving up special deals, too. Planet Smoothie VIP Rewards members can redeem one free 20-ounce Lunar Lemonade at Planet Smoothie on Saturday. To qualify, customers had to be registered Planet Smoothie VIP Rewards members by Thursday, June 19. The offer will be loaded to Planet VIP Rewards accounts on Saturday. The Lunar Lemonade is made with strawberries, lemon juice and bananas. To find a Planet Smoothie location near you, visit the Planet Smoothie website at The majority of Planet Smoothie stores are located on the East Coast and in the Midwest. Playa Rewards Loyalty Members can snag a free koozie with a purchase of a 20-ounce smoothie on Saturday at Playa Bowls, while supplies last at participating locations. The koozie is available for loyalty members who make purchases in-store, online or through the Playa Bowls mobile app. The koozie is not available with other offers or for order through third-party delivery services. To find a Playa Bowls location near you, visit the Playa Bowls website at Jamba Juice customers can purchase one 16-ounce Mango-A-Go-Go or Strawberry Whirl Smoothie for $1 between 3-6 p.m. local time on Saturday, while supplies last at participating locations. The deal is only available for in-store purchases, not in drive-thrus or walk-up kiosks. It is not valid with other offers or via third-party delivery services. To find a Jamba Juice location near you, visit the Jamba Juice website at Tropical Smoothie Cafe rewards members can redeem one free 24-ounce smoothie with the purchase of a bowl or food on Saturday at participating locations. To redeem, members must place an order on the Tropical Smoothie Cafe mobile app and use the coupon, "National Smoothie Day reward." The offer excludes Sunshine Smoothies, sides, sweets, snacks and kids food items. The offer is not valid with certain other offers or third-party delivery services. To find a Tropical Smoothie Cafe location near you, visit the Tropical Smoothie Cafe website at Through Saturday, Nekter Juice Bar Rewards members can purchase one smoothie and get another for 50% off, while supplies last at participating locations. The reward is only available for purchases made in the Nekter Juice Bar mobile app. To find a Nekter Juice Bar location near you, visit the Nekter Juice Bar website at On Saturday and Sunday, Smoothie King Healthy Rewards members can redeem a buy-one-get-one free smoothie. Today through Saturday, customers can redeem one free Indulgent Smoothie when visiting participating locations in person. To find an Edible Arrangements location near you, visit the Edible Arrangements website at Friday, June 20, through Saturday, Clean Juice customers can redeem a free 16-ounce smoothie with the purchase of another smoothie when ordering through the Clean Juice mobile app. To find a Clean Juice location near you, visit the Clean Juice website at Robeks customers can purchase one small Strawnana Berry or Mahalo Mango smoothie for $1 between 3-6 p.m. local time on Saturday, while supplies last at participating locations. To find a Robeks location near you, visit the Robeks website at Juice It Up! Rewards members can purchase a medium classic, specialty or plant-based smoothie for $5 on Saturday. Rewards members will also be entered into a chance to win free smoothies for a year (one free medium classic, specialty, or plant-based smoothie for 12 months). The sweepstakes window is open for rewards members from June 21 to June 28. To find a Juice It Up! location near you, visit the Juice It Up! website at Vitality Bowls loyalty members will receive 10 extra points with the purchase of any smoothie on Saturday. To find a Vitality Bowls location near you, visit the Vitality Bowls website at
Yahoo
2 hours ago
- Yahoo
Hurricanes and sandstorms can be forecast 5,000 times faster thanks to new Microsoft AI model
When you buy through links on our articles, Future and its syndication partners may earn a commission. A new artificial intelligence (AI) model can predict major weather events faster and more accurately than some of the world's most widely used forecasting systems. The model, called Aurora, is trained on more than 1 million hours of global atmospheric data, including weather station readings, satellite images and radar measurements. Scientists at Microsoft say it's likely the largest dataset ever used to train a weather AI model. Aurora correctly forecast that Typhoon Doksuri would strike the northern Philippines four days before the storm made landfall in July 2023. At the time, official forecasts placed the storm's landfall over Taiwan — several hundred miles away. It also outperformed standard forecasting tools used by agencies, including the U.S. National Hurricane Center and the Joint Typhoon Warning Center. It delivered more accurate five-day storm tracks and produced high-resolution forecasts up to 5,000 times faster than conventional weather models powered by supercomputers. More broadly, Aurora beat existing systems in predicting weather conditions over a 14-day period in 91% of cases, the scientists said. They published their findings May 21 in the journal Nature. Researchers hope Aurora and models like it could support a new approach to predicting environmental conditions called Earth system forecasting, where a single AI model simulates weather, air quality and ocean conditions together. This could help produce faster and more consistent forecasts, especially in places that lack access to high-end computing or comprehensive monitoring infrastructure. Related: Google builds an AI model that can predict future weather catastrophes Aurora belongs to a class of large-scale AI systems known as foundation models — the same category of AI models that power tools like ChatGPT. Foundation models can be adapted to different tasks because they're designed to learn general patterns and relationships from large volumes of training data, rather than being built for a single, fixed task. In Aurora's case, the model learns to generate forecasts in a matter of seconds by analyzing weather patterns from sources like satellites, radar and weather stations, as well as simulated forecasts, the researchers said. The model can then be fine-tuned for a wide range of scenarios with relatively little extra data — unlike traditional forecasting models, which are typically built for narrow, task-specific purposes and often need retraining to adapt. The diverse dataset Aurora is trained on not only results in greater accuracy in general versus conventional methods, but also means the model is better at forecasting extreme events, researchers said. Related stories —Google's DeepMind AI can make better weather forecasts than supercomputers —Is climate change making the weather worse? —What is the Turing test? How the rise of generative AI may have broken the famous imitation game In one example, Aurora successfully predicted a major sandstorm in Iraq in 2022, despite having limited air quality data. It also outperformed wave simulation models at forecasting ocean swell height and direction in 86% of tests, showing it could extract useful patterns from complex data even when specific inputs were missing or incomplete. "It's got the potential to have [a] huge impact because people can really fine tune it to whatever task is relevant to them … particularly in countries which are underserved by other weather forecasting capabilities," study co-author Megan Stanley, a senior researcher at Microsoft, said in a statement. Microsoft has made Aurora's code and training data publicly available for research and experimentation. The model has been integrated into services like MSN Weather, which itself is integrated into tools like the Windows Weather app and Microsoft's Bing search results.