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Global Semiconductor Equipment Billings Reach Industry Record $107.6 Billion in 2022

Worldwide sales of semiconductor manufacturing equipment increased 5% from $102.6 billion in 2021 to an all-time record of $107.6 billion last year, SEMI, the industry association representing the global electronics design and manufacturing supply chain, reported today. The data is now available in the Worldwide Semiconductor Equipment Market Statistics (WWSEMS) Report.

For the third consecutive year, China remained the largest semiconductor equipment market in 2022 despite a 5% slowdown in the pace of investments in the region year over year, accounting for $28.3 billion in billings. Taiwan, the second-largest destination for equipment spending, recorded an increase of 8% to $26.8 billion, marking the fourth straight year of growth for the region. Equipment sales to Korea contracted 14% to $21.5 billion. Annual semiconductor equipment investments in Europe surged 93%, while North America logged a 38% increase. Sales to the Rest of World and Japan increased 34% and 7% year over year, respectively.

Raspberry Pi Receives Strategic Investment from Sony Semiconductor Solutions Corporation

Sony Semiconductor Solutions Corporation ("SSS") and Raspberry Pi Ltd. ("RPL") today announced the agreement by SSS to make a strategic investment in RPL. The minority investment cements the relationship between the two companies, to provide a development platform for SSS's edge AI devices to the worldwide community of Raspberry Pi users.

"Our goal is to provide new value to a variety of industries and support them in solving issues using our innovative edge AI sensing technology built around image sensors," said Terushi Shimizu, President and CEO of Sony Semiconductor Solutions Corporation. "We are very pleased to be partnering with Raspberry Pi Ltd. to bring our AITRIOS platform -- which supports the development of unique and diverse solutions utilizing our edge AI devices -- to the Raspberry Pi user and developer community, and provide a unique development experience."

2026 All-Time High in Store for Global 300 mm Semiconductor Fab Capacity After 2023 Slowdown

Semiconductor manufacturers worldwide are forecast to increase 300 mm fab capacity to an all-time high of 9.6 million wafers per month (wpm) in 2026, SEMI announced today in its 300 mm Fab Outlook to 2026 report. After strong growth in 2021 and 2022, the 300 mm capacity expansion is expected to slow this year due to soft demand for memory and logic devices.

"While the pace of the global 300 mm fab capacity expansion is moderating, the industry remains squarely focused on growing capacity to meet robust secular demand for semiconductors," said Ajit Manocha, SEMI President and CEO. "The foundry, memory and power sectors will be major drivers of the new record capacity increase expected in 2026."

Global Fab Equipment Spending on Track for 2024 Recovery After 2023 Slowdown

Global fab equipment spending for front-end facilities is expected to decrease 22% year-over-year (YoY) to US$76 billion in 2023 from a record high of US$98 billion in 2022 before rising 21% YoY to US$92 billion in 2024 to reclaim lost ground, SEMI announced today in its latest quarterly World Fab Forecast report. The 2023 decline will stem from weakening chip demand and higher inventory of consumer and mobile devices.

Next year's fab equipment spending recovery will be driven in part by the end of the semiconductor inventory correction in 2023 and strengthening demand for semiconductors in the high-performance computing (HPC) and automotive segments. "This quarter's SEMI World Fab Forecast update offers our first look ahead to 2024, highlighting the steady global expansion of fab capacity to support future semiconductor industry growth driven by the automotive and computing segments and a host of emerging applications," said Ajit Manocha, SEMI president and CEO. "The report points to a healthy 21% uptick in equipment investment next year."

DNP Develops TGV Glass Core Substrate for Semiconductor Packages

Dai Nippon Printing Co., Ltd. (DNP) has developed a Glass Core Substrate (GCS) targeting next-generation semiconductor packages. The new product replaces conventional resin substrates (ex. FC-BGA: Flip Chip-Ball Grid Array) with a glass substrate. Through the use of high-density Through Glass Via (TGV), it is now possible to provide a higher performance semiconductor package than that based on currently available technology. In addition, by adapting our panel manufacturing process, the new product can also support demands for high efficiency and large-scale substrate.

Features
Fine pitch and high reliability
The newly developed GCS includes a TGV necessary for electrically connecting the fine metal wiring configured on the front and back of the glass. It is a Conformal Type glass substrate in which a metal layer is adhered to the side walls of the via. Our new proprietary manufacturing method enhances the adhesion between glass and metal, which was difficult to achieve with conventional technology, to realize fine pitch and high reliability.

Intel Slashes Dividend By Two-Thirds, Updates Capital Allocation

Intel Corporation today announced that its board of directors has reset its dividend policy, reducing the quarterly dividend to $0.125 per share (or $0.50 annually) on the company's common stock. The dividend will be payable on June 1, 2023, to stockholders of record on May 7, 2023. Intel also reaffirmed its first-quarter 2023 business outlook provided at its most recent earnings call, including revenue of between $10.5 billion and $11.5 billion; gross margin of 34.1% on a GAAP basis and 39% on a non-GAAP basis; tax rate of (84%) on a GAAP basis and 13% on a non-GAAP basis; and earnings per share of $(0.80) on a GAAP basis and $(0.15) on a non-GAAP basis.

The decision to decrease the quarterly dividend reflects the board's deliberate approach to capital allocation and is designed to best position the company to create long-term value. The improved financial flexibility will support the critical investments needed to execute Intel's transformation during this period of macroeconomic uncertainty. Since first initiated in 1992, Intel's dividend has delivered more than $80 billion in cash returns to the company's stockholders, and the board is committed to maintaining a competitive dividend.

Silicon Wafer Pricing Falling for the First Time in Three Years

Semiconductors are largely made using silicon, even though there are other types of substrates that can be used as well, such as gallium nitride or silicon carbide. However, most semiconductors today are made using silicon wafers, which in turn means that silicon wafers are a key material in the semiconductor industry. Over the past three years, the cost of silicon wafers have increased in pricing, due to higher demand, as there has been a higher demand for semiconductors. However, as there are a limited number of suppliers of silicon wafers, especially at the larger 12-inch size, the increased cost in materials has had an impact on the cost of the final semiconductors.

Reports out of Taiwan are suggesting that the price of 12-, 8- and 6-inch wafers are all starting to see a decline in price. We're talking single digit percentages here and it should be noted that these are spot prices, not contract prices, which are negotiated between the parties a long time before delivery. That said, the fact that the spot prices are point downwards also means that companies with not so great contract pricing are starting to want to renegotiate their contract pricing, as even a small saving here can lead to a bigger saving further down the line. Many IC manufacturers have also asked to pause their contract orders, as the utilisation rate of many foundry nodes are going down, which means the foundries aren't in need of as many wafers as they have ordered. Hopefully this will all lead to lower prices across the board when it comes to semiconductors this year, but it's too early to draw any real conclusions. It's also possible that the end customers won't see any direct benefits from lower costs to the manufacturers.

Global Semiconductor Sales Increase 3.2% in 2022 Despite Second-Half Slowdown

The Semiconductor Industry Association (SIA) today announced global semiconductor industry sales totaled $573.5 billion in 2022, the highest-ever annual total and an increase of 3.2% compared to the 2021 total of $555.9 billion. Sales slowed during the second half of the year, however. Fourth-quarter sales of $130.2 billion were 14.7% less than the total from the fourth quarter of 2021 and 7.7% lower than the total from third quarter of 2022. And global sales for the month of December 2022 were $43.4 billion, a decrease of 4.4% compared to November 2022 total. Monthly sales are compiled by the World Semiconductor Trade Statistics (WSTS) organization and represent a three-month moving average. SIA represents 99% of the U.S. semiconductor industry by revenue and nearly two-thirds of non-U.S. chip firms.

"The global semiconductor market experienced significant ups and downs in 2022, with record-high sales early in the year followed by a cyclical downturn taking hold later in the year," said John Neuffer, SIA president and CEO. "Despite short-term fluctuations in sales due to market cyclicality and macroeconomic conditions, the long-term outlook for the semiconductor market remains incredibly strong, due to the ever-increasing role of chips in making the world smarter, more efficient, and better connected."

Samsung Electronics Announces Fourth Quarter and FY 2022 Results, Profits at an 8-year Low

Samsung Electronics today reported financial results for the fourth quarter and the fiscal year 2022. The Company posted KRW 70.46 trillion in consolidated revenue and KRW 4.31 trillion in operating profit in the quarter ended December 31, 2022. For the full year, it reported 302.23 trillion in annual revenue, a record high and KRW 43.38 trillion in operating profit.

The business environment deteriorated significantly in the fourth quarter due to weak demand amid a global economic slowdown. Earnings at the Memory Business decreased sharply as prices fell and customers continued to adjust inventory. The System LSI Business also saw a decline in earnings as sales of key products were weighed down by inventory adjustments in the industry. The Foundry Business posted a new record for quarterly revenue while profit increased year-on-year on the back of advanced node capacity expansion as well as customer base and application area diversification.

Intel Foundry Services Onboards a Fabless Customer, Deal Expected to Fetch over $4 Billion

Intel Foundry Services, the semiconductor foundry business of Intel, has onboarded an undisclosed fabless customer, the company disclosed in its Q4-2022 Financial Results presentation. This signals that the company wants to serve the semiconductor manufacturing industry beyond its own products, and scale up to demands, just like TSMC, UMC, Samsung Foundry, or other such semiconductor foundries do. The customer is looking to build chips on the Intel 3 foundry-node, which is rumored to offer performance/Watt and transistor-density figures comparable to TSMC 4N (4 nm EUV). Intel will extensively use Tower Semiconductor's silicon fabrication IP in the deal. Throughout its manufacturing lifecycle (from risk production to mass-production and completion), the deal is expected by Intel to generate over $4 billion in revenue for the company.
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Open Compute Project Foundation and JEDEC Announce a New Collaboration

Today, the Open Compute Project Foundation (OCP), the nonprofit organization bringing hyperscale innovations to all, and JEDEC Solid State Technology Association, the global leader in the development of standards for the microelectronics industry, announce a new collaboration to establish a framework for the transfer of technology captured in an OCP-approved specification to JEDEC for inclusion in one of its standards. This alliance brings together members from both the OCP and JEDEC communities to share efforts in developing and maintaining global standards needed to advance the electronics industry.

Under this new alliance, the current effort will be to provide a mechanism to standardize Chiplet part descriptions leveraging OCP Chiplet Data Extensible Markup Language (CDXML) specification to become part of JEDEC JEP30: Part Model Guidelines for use with today's EDA tools. With this updated JEDEC standard, expected to be published in 2023, Chiplet builders will be able to provide electronically a standardized Chiplet part description to their customers paving the way for automating System in Package (SiP) design and build using Chiplets. The description will include information needed by SiP builders such as Chiplet thermal properties, physical and mechanical requirements, behavior specifications, power and signal integrity properties, testing the Chiplet in package, and security parameters.

TSMC Holds 3nm Volume Production and Capacity Expansion Ceremony, Marking a Key Milestone for Advanced Manufacturing

TSMC today held a 3 nanometer (3 nm) Volume Production and Capacity Expansion Ceremony at its Fab 18 new construction site in the Southern Taiwan Science Park (STSP), bringing together suppliers, construction partners, central and local government, the Taiwan Semiconductor Industry Association, and members of academia to witness an important milestone in the Company's advanced manufacturing.

TSMC has laid a strong foundation for 3 nm technology and capacity expansion, with Fab 18 located in the STSP serving as the Company's GIGAFAB facility producing 5 nm and 3 nm process technology. Today, TSMC announced that 3 nm technology has successfully entered volume production with good yields, and held a topping ceremony for its Fab 18 Phase 8 facility. TSMC estimates that 3 nm technology will create end products with a market value of US$1.5 trillion within five years of volume production.

Achronix Announces Speedster7t AC7t1500 FPGA General Availability

In a continuing commitment to enabling industry-leading data acceleration in heterogeneous compute environments, Achronix Semiconductor Corporation, the industry's only independent supplier of high-end FPGAs and eFPGA IP solutions, today announced the production release of its AC7t1500 FPGA and the addition of the power-efficient AC7t800 FPGA to the Achronix Tool Suite.

"The Speedster 7t product family offers unprecedented FPGA-based performance for data acceleration applications," said Steve Mensor, VP of Marketing and Business Development at Achronix. "The release of the AC7t1500 to production along with the addition of the AC7t800 in our ACE design tools gives customers multiple options from this industry-leading, high-performance family that offers FPGA programmability with ASIC-level performance. These advancements give customers confidence that they can design on a robust, validated FPGA product family that meets their high-performance and high-bandwidth needs."

Total Revenue of Global Top 10 IC Design Houses for 3Q22 Showed QoQ Drop of 5.3%; Broadcom Overtaking NVIDIA and AMD

Global market intelligence firm TrendForce reports that the revenue generation momentum of the global IC design industry slowed down in 3Q22. The main factors behind this development were the Russia-Ukraine military conflict, the recent COVID-19 lockdowns in China, the ongoing inflation, and clients undergoing inventory corrections. The total revenue of the global top 10 IC design houses came to US$37.38 billion for 3Q22, showing a QoQ decline of 5.3%. Qualcomm remained first place in the ranking of the global top 10 IC design houses by revenue for 3Q22. Broadcom returned to second place by overtaking NVIDIA and AMD, who slipped to third and fourth respectively due to weakening demand for PCs and cryptocurrency mining machines.

Regarding US-based IC design houses that were in the top 10 group for 3Q22, Qualcomm recorded a QoQ increase for the sales of smartphone SoCs and 5G modem chips. It also made gains in the automotive electronics market by expanding its collaborations with partners in the automotive industry. As a result, Qualcomm's 3Q22 revenue figures for mobile and automotive offerings reflected QoQ increases of 6.8% and 22.0% respectively. The revenue growth of these two major product categories offset the marginal decline in the revenue for RF front-end chips. Qualcomm's IC design revenue as a whole climbed up by 5.6% QoQ to US$9.90 billion for 3Q22. The company sat firmly at the top of the ranking.

Global Total Semiconductor Equipment Sales Forecast to Reach Record High in 2022

Global sales of total semiconductor manufacturing equipment by original equipment manufacturers are forecast to reach a new high of $108.5 billion in 2022, rising 5.9% from the previous industry record of $102.5 billion in 2021, SEMI announced today in its Year-End Total Semiconductor Equipment Forecast - OEM Perspective at SEMICON Japan 2022. The record high caps three consecutive years of record revenue. The global total semiconductor manufacturing equipment market is expected to contract to $91.2 billion next year before rebounding in 2024 driven by both the front-end and back-end segments.

"Record fab constructions have driven total semiconductor manufacturing equipment sales to cross the $100 billion mark for a second straight year," said Ajit Manocha, SEMI president and CEO. "Emerging applications in multiple markets have set expectations for significant semiconductor industry growth this decade, which will necessitate further investments to expand production capacity."

Global Chip Industry Projected to Invest More Than $500 Billion in New Factories by 2024

The worldwide semiconductor industry is projected to invest more than $500 billion in 84 volume chipmaking facilities starting construction from 2021 to 2023, with segments including automotive and high-performance computing fueling the spending increases, SEMI announced today in its latest quarterly World Fab Forecast report. The projected growth in global factory count includes a record high 33 new semiconductor manufacturing facilities starting construction this year and 28 more in 2023.

"The latest SEMI World Fab Forecast update reflects the increasing strategic importance of semiconductors to countries and a wide array of industries worldwide," said Ajit Manocha, SEMI president and CEO. "The report underscores the significant impact of government incentives in expanding production capacity and strengthening supply chains. With the bullish long-term outlook for the industry, rising investments in semiconductor manufacturing are critical to laying the groundwork for secular growth driven by a diverse range of emerging applications."

Global Top 10 Foundries' Total Revenue Grew by 6% QoQ for 3Q22, but Foundry Industry's Revenue Performance Will Enter Correction Period in 4Q22

According to TrendForce's research, the total revenue of the global top 10 foundries rose by 6% QoQ to US$35.21 billion for 3Q22 as the release of the new iPhone series during the second half of the year generated significant stock-up activities across Apple's supply chain. However, the global economy shows weak performances, and factors such as China's policy on containing COVID-19 outbreaks and high inflation continue to impact consumer confidence. As a result, peak-season demand in the second half of the year has been underwhelming, and inventory consumption is proceeding slower than anticipated. This situation has led to substantial downward corrections to foundry orders as well. For 4Q22, TrendForce forecasts that the total revenue of the global top 10 foundries will register a QoQ decline, thereby terminating the boom of the past two years—when there was an uninterrupted trend of QoQ revenue growth.

Regarding individual foundries' performances in 3Q22, the group of the top five was led by TSMC, followed by Samsung, UMC, GlobalFoundries, and SMIC. Their collective global market share (in revenue terms) came to 89.6%. Most foundries were directly impacted by clients slowing down their stock-up activities or significantly correcting down their orders. Only TSMC was able to make a notable gain due to Apple's strong stock-up demand for the SoCs deployed in this year's new iPhone models. TSMC saw its revenue rise by 11.1% QoQ to US$20.16 billion, and the corresponding market share expanded to 56.1%. The growth was mainly attributed to the ≤7 nm nodes, whose share in the foundry's revenue had kept climbing and reached 54% in the third quarter. Conversely, Samsung actually experienced a slight QoQ drop of 0.1% in foundry revenue even though it had also benefited from the component demand related to the new iPhone series. Partially impacted by the weakening of the Korean won, Samsung's market share fell to 15.5%.

ASML Said to Have Plans to Bring European Supply Chain to Taiwan

Advanced Semiconductor Materials Lithography, or as the company is more commonly known, ASML, is apparently set to build a new factory in Taiwan for the production of advanced semiconductor lithography equipment. The new factory is said to be built in the Linkou area of New Taipei City and at the same time, bring with it its European supply chain, according to Taiwan Vice Premier Shen Jong-chin.

The new factory in Linkou is still some time away, as construction will only start in July, 2023. It will apparently be ASML's largest investment in Taiwan to date, although an exact figure of the investment wasn't given, but the new factory will take up 6.68 hectares or 66,800 square metres, suggesting it'll be a rather large facility. That said, not all the land will be used for the clean room facilities, as there will also be office buildings and warehouse buildings adjacent to the factory. No details on which suppliers ASML will bring with it to Taiwan, but it's likely that the likes of Zeiss, who supplies many of the mirrors in ASML's machines, will be setting up a local presence, alongside other key ASML suppliers. ASML already has an office in Hsinchu, about an hour south of New Taipei City.

Lattice Extends Low Power Leadership with New Lattice Avant FPGA Platform

Lattice Semiconductor, the low power programmable leader, today unveiled Lattice Avant, a new FPGA platform purpose-built to bring the company's power efficient architecture, small size, and performance leadership to mid-range FPGAs. Lattice Avant offers best-in-class power efficiency, advanced connectivity, and optimized compute that enable Lattice to address an expanded set of customer applications across the Communications, Computing, Industrial, and Automotive markets.

"With Lattice Avant, we extend our low power leadership position in the FPGA industry and are poised to continue our rapid pace of innovation, while also doubling the addressable market for our product portfolio," said Jim Anderson, President and CEO, Lattice Semiconductor. "We created Avant to address our customers' need for compelling mid-range FPGA solutions, and we're excited to help them accelerate their designs with new levels of power efficiency and performance."

Semiconductor Revenue Growth Forecast Expects Decline by 3.6% in 2023

According to data from Gartner, the semiconductor market is expected to decline by up to 3.6 percent in 2023, from a growth of 4 percent this year and 26.3 percent in 2021. This might not be surprising to those that have followed recent developments in the semiconductor market, but it also looks like revenue for 2023 will be closer to that of 2021. This might in part be related to higher costs of manufacturing, but consumer demand is expected to be down in 2023, largely due to less disposable income, related to the current situation with rising inflation and increasing costs elsewhere.

Gartner claims that the enterprise market has been relatively stable and the consulting firm isn't expecting the enterprise market to decline as much as the consumer market when it comes to semiconductor demand. That said, Gartner is expecting the memory market to decline by up to 16.2 percent in 2023, as there's already an oversupply in the market. Likewise, it expects that the NAND flash market will see a decline by up to 13.7 percent in 2023. What isn't clear is how this weaker demand will affect retail prices, but as we've already seen, the DRAM and NAND flash manufacturers have already hit the brakes, to try and prevent a price crash.

TSMC 3 nm Wafer Pricing to Reach $20,000; Next-Gen CPUs/GPUs to be More Expensive

Semiconductor manufacturing is a significant investment that requires long lead times and constant improvement. According to the latest DigiTimes report, the pricing of a 3 nm wafer is expected to reach $20,000, which is a 25% increase in price over a 5 nm wafer. For 7 nm, TSMC managed to produce it for "just" $10,000; for 5 nm, it costs the company to make it for the $16,000 mark. And finally, the latest and greatest technology will get an even higher price point at $20,000, a new record in wafer pricing. Since TSMC has a proven track record of delivering constant innovation, clients are expected to remain on the latest tech purchasing spree.

Companies like Apple, AMD, and NVIDIA are known for securing orders for the latest semiconductor manufacturing node capacities. With a 25% increase in wafer pricing, we can expect the next-generation hardware to be even more expensive. Chip manufacturing price is a significant price-determining factor for many products, so the 3 nm edition of CPUs, GPUs, etc., will get the highest difference.

Semiconductor Climate Consortium Representatives to Present During 2022 United Nations Climate Change Conference (COP27)

SEMI, the industry association serving the global electronics manufacturing and design supply chain, today announced that members of the new Semiconductor Climate Consortium (SCC) will discuss key aspects of the group's vision, goals and membership at two sessions during COP27 in Sharm El-Sheik, Egypt.

On Nov. 10 from 8:30am to 10:00am at Hotel Steigenberger Alcazar, the panel discussion SCC Collaboration for Solutions on Climate, with opening remarks by former U.S. Vice President Al Gore, will feature SCC founding members including ASM, ASMPT, Samsung Electronics and Schneider Electric discussing the importance of collaboration, transparency and reporting across the semiconductor value chain. Dr. Mousumi Bhat, Vice President of Sustainability Programs at SEMI, and Mark Patel, Senior Partner at McKinsey & Company, will also speak at the gathering.

SEMI Announces Semiconductor Climate Consortium Founding Members

SEMI, the industry association serving the global electronics manufacturing and design supply chain, and the new Semiconductor Climate Consortium (SCC), a group formed by companies across the semiconductor value chain to accelerate the ecosystem's reduction of greenhouse gas emissions, today announced more than 60 founding members of the Consortium.

Representatives from SCC member companies and SEMI will hold informational sessions November 8-10 during COP27 in Sharm El Sheik, Egypt. Requests to attend a session and for more information on the SCC can be sent to SCC@semi.org. The SCC is the first global collaborative of semiconductor ecosystem companies focused on reducing greenhouse gas emissions across the value chain. The consortium's members are committed to working toward the following pillars and objectives:

Intel Reports Third-Quarter 2022 Financial Results

Intel Corporation today reported third-quarter 2022 financial results. "Despite the worsening economic conditions, we delivered solid results and made significant progress with our product and process execution during the quarter," said Pat Gelsinger, Intel CEO. "To position ourselves for this business cycle, we are aggressively addressing costs and driving efficiencies across the business to accelerate our IDM 2.0 flywheel for the digital future."

"As we usher in the next phase of IDM 2.0, we are focused on embracing an internal foundry model to allow our manufacturing group and business units to be more agile, make better decisions and establish a leadership cost structure," said David Zinsner, Intel CFO. "We remain committed to the strategy and long-term financial model communicated at our Investor Meeting."

Alphawave IP Achieves Its First Testchip Tapeout for TSMC N3E Process

Alphawave IP (LSE: AWE), a global leader in high-speed connectivity for the world's technology infrastructure, today announced the successful tapeout of its ZeusCORE100 1-112 Gbps NRZ/PAM4 Serialiser-Deserialiser ("SerDes"), Alphawave's first testchip on TSMC's most advanced N3E process. Alphawave IP will be exhibiting this new product alongside its complete portfolio of high-performance IP, chiplet, and custom silicon solutions at the TSMC OIP Forum on October 26 in Santa Clara, CA as the Platinum sponsor.

ZeusCORE100 is Alphawave's most advanced multi-standard-SerDes, supporting extra-long channels over 45dB and the most requested standards such as 800G Ethernet, OIF 112G-CEI, PCIe GEN6, and CXL 3.0. Attendees will be able to visit the Alphawave booth and meet the company's technology experts including members of the recently acquired OpenFive team. OpenFive is a longstanding partner of TSMC through the OIP Value Chain Aggregator (VCA) program. OpenFive is one of a select few companies with an idea-to-silicon methodology in TSMC's latest technologies, and advanced packaging capabilities, enabling access to the most advanced foundry solution available with the best Power-Performance-Area (PPA). With Alphawave's industry-leading IP portfolio and the addition of OpenFive's capabilities, designers can create systems on a chip (SoCs) that pack more compute power into smaller form factors for networking, AI, storage, and high-performance computing (HPC) applications.
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