San Jose, USA-based Atrenta’s SpyGlass Predictive Analyzer gives engineers a powerful guidance dashboard that enables efficient verification and optimization of SoC designs early, before expensive and time-consuming traditional EDA tools are deployed. I recently met up with Dr. Ajoy Bose, chairman, president and CEO, Atrenta, to find out more.
I started by asking how Atrenta provides early design analysis for logic designers? He said: “The key ingredient is something we call predictive analysis. That is, we need to analyze a design at a high level of abstraction and predict what will happen when it undergoes detailed implementation. We have a rich library of algorithms that provide highly accurate ‘predictions’, without the time and cost required to actually send a design through detailed implementation.”
There’s a saying: electronic system level (ESL) is where the future of EDA lies. Why? Its because the lower level of abstraction (detailed implementation) of the EDA market is undergoing commoditization and consolidation. There are fewer solutions, and less differentiation between them. At the upper levels of abstraction (ESL), this is not the case. There still exists ample opportunity to provide new and innovative solutions.
Now, how will this help EDA to move up the embedded software space? According to Dr. Bose, the ability to do true hardware/software co-design is still not a solved problem. Once viable solutions are developed, then EDA will be able to sell to the embedded software engineer. This will be a new market, and new revenue for EDA.
How are SpyGlass and GenSys platforms helping the industry? What problems are those solving? Dr. Ajoy Bose said: “SpyGlass is Atrenta’s platform for RTL signoff. It is used by virtually all SoC design teams to ensure the power, performance and cost of their SoC is as good as it can be prior to handoff to detailed implementation.SpyGlass is also used to select and qualify semiconductor IP – a major challenge for all SoC design teams.
“GenSys provides a way to easily assemble and modify designs at the RTL level of abstraction. As a lot of each SoC is re-used design data, the need to modify this data to fit the new design is very prevalent. GenSys provides an easy, correct-by-construction way to get this job done.”
How does the SpyGlass solve RTL design issues, ensuring high quality RTL with fewer design bugs? He added that it’s the predictive analysis technology. SpyGlass provides accurate and relevant information about what will happen when a design is implemented and tested. By fixing these problems early, at RTL, a much higher quality design is handed off to detailed implementation with fewer bugs and associated schedule challenges.
On another note, I asked him why Apple’s choice of chips a factor in influencing the global chip industry? The primary reason is their volume and buying power. Apple is something of a “King Maker” when it comes to who manufactures their chips. Apple is also a thought leader and trend setter, so their decisions affect the decisions of others.
Finally, the global semiconductor industry! How is the global semicon industry doing in H1-2013? As per Dr. Bose: “We see strong growth. Our customers are undertaking many new designs at advanced process technology nodes. We think that this speaks well for future growth of the industry. At a macro level, the consumer sector will drive a lot of the growth ahead. For EDA, the higher levels of abstraction is where the growth will be.”
Early this month, iSuppli had indicated that semiconductor inventory levels may have headed into oversupply territory in Q3.
It said: “Semiconductor Days Of Inventory (DOI) for chip suppliers are estimated to have climbed to 75.9 days in the third quarter of 2010, up 1.5 days from Q2. DOI in Q3 also was 4.8 percent higher than the seasonally adjusted average for the period.”
iSuppli added that the value of inventory was not been this high since the second quarter of 2008, when semiconductor suppliers’ stockpiles peaked at $35.4 billion.
Thanks to Jon Cassell and Debra Jaramilla at iSuppli, I was able to speak with Sharon Stiefel, analyst for semiconductor inventory and manufacturing for iSuppli on this situation.
Is there really an oversupply?
I asked Sharon Stiefel that given the growth that 2010 has seen so far, why are semiconductor inventory levels heading into oversupply territory in Q3?
She said that semiconductor inventories, overall, have risen both in terms of DOI and dollars for the past several quarters, and not yet achieved pre-recession levels last seen in 2008. “The overly lean conditions of 2009 and early 2010 are giving way to inventory levels, which are more appropriate for the strong growth experienced in 2010.
“Oversupply in Q3 2010 is not a foregone conclusion, but is possible that if the companies are not able to match manufacturing run rates with demand as the year winds to a close,” she added.
Which sectors have been witnessing or recording some softness in demand and why?
Stiefel said: “Companies reporting Q3 revenues over the past two weeks have reported a softening in demand, particularly in PC and consumer end markets, attributed to the continued uncertainty in the global economy, leaving consumers unwilling to spend. A company with more exposure to these sectors has more potential of excessive inventories, versus a company with a more balanced product portfolio.”
Industry needs to moderate inventories
It is also said in iSuppli’s release that: ‘The industry will need to moderate inventories at the appropriate time in its growth curve in order to capture current revenue opportunities while they still exist.’ So, when exactly is that appropriate time?
Stiefel noted: “The appropriate time is when sales opportunities exist – projected quarters of growth, rather than revenue contraction. Semiconductor revenues are projected to grow in Q3 2010, contract in Q4 2010 and Q1 2011, and then resume moderate single digit growth for the remainder of 2011.” Read more…
According to Charlie Huang, senior VP, Worldwide Field Operations and System & Verification Group, Cadence, today, we are talking about tremendous data growth. Mobile has been driving the growth of semiconductors, besides medical, industrial, consumer and automotive electronics as well. Trends are also driving disruptive opportunities — from driving growth in China to growth in India. He was delivering the keynote on day two at the CDNLive 2014 in Bangalore, India.
"We can innovate to build things that are yet to be imagined. Greater things are yet to come for the Indian semicon design opportunities.
"Today, the iPad has become a system of systems. Now, everyone is waiting for the next big thing. People are also talking about the IoT. Everything will get revolutionized by the newer SoCs. Diverse requirements for IoT have been evolving. There are development challenges from all directions. More functions also means that more IP cores need to be integrated and verified. The IP cores per SoC is likely to be 123 in 14nm, from 108 in 20/22nm. The complexity is just unimaginable!
"Eighty percent of SoC development costs come from software, verification and validation. We should now look at innovating software design with SoC design.
Cadence has invested substantially in IP. It enables system design enablement from end product down to chip level. System-level design with high level synthesis is used to shorten the development cycle and get better quality of results (QoR).
IoT gathering pace as revolution: Guru Ganesan
By 2020, there will be over 8 billion people on our planet. This will also bring tremendous innovations and challenges. ARM has been connecting intelligence at every level, said Guru Ganesan, president and MD, ARM India.
He was delivering the guest keynote at the recently held CDNLive 2014 event in Bangalore, India.
Newer apps are helping connect with the world. As per Gartner, $27 billion worth apps were downloaded in 2013. By 2020, this is estimated to rise to $80 billion.
According to Ganesan, consumer trends are driving innovation in embedded apps, including rich user interface (UI). ARM is also at the heart of wearable technologies, for example, Smart Glasses from Google. Some examples from India include Lechal from Ducere Technologies, GOQ Pi remote fitness companion, Fin+ navigation and device control gesture based device from RHLVision, and Smarty Ring that brings instant smartphone alerts to your fingers from Chennai.
So, what are the key requirements for wearables? These are video/image, audio, display, software, OS, connectivity and battery life! In 2013, over 1 billion smartphones were shipped. Further, mobile data 12 times over between now and 2018.
In medical electronics, besides humans, it has extended to keeping the cattle healthy and have intelligent agriculture with OnFarm, by using sensors. IoT as a revolution is gathering pace. As per a survey conducted by ARM, 95 percent of the users expect to be using IoT over the next three years. Common standards are being developed for interoperability. Similarly, mobility and connectivity are also happening in automotives.
Now, let’s see the development challenges for high-end embedded. Embedded applications today integrate more functions. Consequently, design and verification challenges continue to grow. Further, lot of smart devices are now generating lot of data. The question is: how are we using that data?
Ganesan added that by 2020, there will be new challenges in transportation, healthcare, energy and education. Once devices start communicating with each other, we are likely to see the evolution of a smart infrastructure.
At the recently held Semicon West 2014, Daniel P. Tracy, senior director, Industry Research and Statistics, SEMI, presented on SEMI Materials Outlook. He estimated that semiconductor materials will see unit growth of 6 percent or more. There may be low revenue growth in a large number of segments due to the pricing pressures and change in material.
For semiconductor eequipment, he estimated ~20 percent growth this year, following two years of spending decline. It is currently estimated at ~11 percent spending growth in 2015.
Overall, the year to date estimate is positive growth vs. same period 2013, for units and materials shipments, and for equipment billings.
For equipment outlook, it is pointing to ~18 percent growth in equipment for 2014. Total equipment orders are up ~17 percent year-to-date.
For wafer fab materials outlook, the silicon area monthly shipments are at an all-time high for the moment. Lithography process chemicals saw -7 percent sales decline in 2013. The 2014 outlook is downward pressure on ASPs for some chemicals. 193nm resists are approaching $600 million. ARC has been growing 5-7 percent, respectively.
For packaging materials, the Flip Chip growth drivers are a flip chip growth of ~25 percent from 2012 to 2017 in units. There are trends toward copper pillar and micro bumps for TSV. Future flip chip growth in wireless products are driven by form factor and performance. BB and AP processors are also moving to flip chip.
There has been growth in WLP shipments. Major applications for WLP are driven by mobile products such as smartphones and tablets. It should grow at a CAGR of ~11 percent in units (2012-2017).
Solder balls were $280 million market in 2013. Shipments of lead-free solder balls continues to increase. Underfillls were $208 million in 2013. It includes underfills for flip chip and packages. The increased use of underfills for CSPs and WLPs are likely to pass the drop test in high-end mobile devices.
Wafer-level dielectrics were $94 million market in 2013. Materials and structures are likely to enhance board-level reliability performance.
Die-attach materials has over a dozen suppliers. Hitachi Chemical and Henkel account for major share of total die attach market. New players are continuing to emerge in China and Korea. Stacked-die CSP package applications have been increasing. Industry acceptance of film (flow)-over-wire (FOW) and dicing die attach film (DDF) technologies are also happening.
At Semicon West 2014, Bob Johnson, VP Research, Gartner, presented the Semiconductor Capital Spending Outlook at the SEMI/Gartner Market Symposium on July 7.
First, a look at the semiconductor revenue forecast: it is likely to grow at a 4.3 percent CAGR from 2013-2018. Logic continues to dominate, but growth falters. As per the 2013-2018 CAGRs, logic will be growing 3.5 percent, memory at 4.5 percent, and other at 6.3 percent.
As for the memory forecast, NAND should surpass DRAM. At 2013-2018 CAGRs, DRAM should grow -1.1 percent, while NAND should grow 10.8 percent. Smartphone, SSD and Ultramobile are the applications driving growth through 2018. SSDs are powering the NAND market.
Among ultramobiles, tablets should dominate through 2018. They should also take share from PCs. Next, smartphones have been dominating mobile phones.
Looking at the critical markets for capital investment, smartphones are the largest growth segment, but have been showing signs of saturation. The revenue growth could slow dramatically by 2018. Ultramobiles have the highest overall CAGR, but at the expense of PC market. Tablets are driving down semiconductor content. Desktop and notebook PCs are a large, but declining market. This also requires critical revenue to fund logic capex. Lastly, SSDs are driving NAND Flash growth. The move to data centers is driving sustainable growth.
In capital spending, memory is strong, but logic is weak through 2018. The 2014 spending is up 7.1 percent, driven by strong memory market. Strength in NAND spending will drive future growth. Note that memory oversupply in 2016 can create next cycle. NAND is the capex growth driver in memory spending.
The major semiconductor markets, which justify investment in logic leading edge capacity, are now running out of gas. Ultramobiles are cannibalizing PCs, smartphones are saturating and both are moving to lower cost alternatives. It is increasingly difficult to manufacture complex SoCs successfully at the absolute leading edge. Moore’s Law is slowing down, while costs are going up. Breakthrough technologies (i.e., EUV) are not ready when needed. Much of the intelligence of future applications is moving to the cloud. The data centers’ needs for fast, low power storage solutions are creating sustainable growth for NAND Flash.
The traditional two-year per node pace of Moore’s Law will continue to slow down. Only a few high volume/high performance applications will be able to justify the costs of 20nm and beyond. Whether this will require new or upgraded capacity is uncertain. 28nm will be a long lived node as mid-range mobility products demand higher levels of performance. Finally, the cloud will continue to grow in size and influence creating demand for new NAND Flash capacity and technology.
The SEMI/Gartner Market Symposium was held Semicon West 2014 at San Francisco, on July 7. Am grateful to Ms. Becky Tonnesen, Gartner, and Ms Agnes Cobar, SEMI, for providing me the presentations. Thanks are also due to Ms Deborah Geiger, SEMI.
Dean Freeman, research VP, Gartner, outlined the speakers:
• Sunit Rikhi, VP, Technology and Manufacturing Group, GM, Intel Custom Foundry Intel, presented on Competing in today’s Fabless Ecosystem.
• Bob Johnson, VP Research, Gartner, presented the Semiconductor Capital Spending Outlook.
• Christian Gregor Dieseldorff, director Market Research, SEMI, presented the SEMI World Fab Forecast: Analysis and Forecast for Fab Spending, Capacity and Technology.
• Sam Wang, VP Research Analyst, Gartner, presented on How Foundries will Compete in a 3D World.
• Jim Walker, VP Research, Gartner, presented on Foundry versus SATS: The Battle for 3D and Wafer Level Supremacy.
• Dr. Dan Tracy, senior director, Industry Research & Statistics, SEMI, presented on Semiconductor Materials Market Outlook.
Let’s start with Sunit Rikhi at Intel.
As a new player in the fabless eco-system, Intel focuses on:
* The value it brings to the table.
* How it delivers on platforms of capability and services.
* How it leverage the advantages of being inside the world’s leading Integrated Device Manufacturer (IDM)
* How it face the challenges of being inside the world’s leading IDM.
Intel has leadership in silicon technologies. Transistor performance per watt is the critical enabler for all. Density improvements offset wafer cost trends. Intel currently has ~3.5-year lead in introducing revolutionary transistor technologies.
In foundry capabilities and services platforms, Intel brings differentiated value on industry standard platforms. 22nm was started in 2011, while 14nm was started in 2013. 10nm will be starting in 2015. To date, 125 prototype designs have been processed.
Intel offers broad capability and services on industry standard platforms. It also has fuller array of co-optimized end-to-end services. As for the packaging technology, Intel has been building better products through
multi-component integration. Intel has also been starting high on the yield learning curve.
Regarding IDM challenges, such as high-mix-low-volume configuration, Intel has been doing configuration optimization in tooling and set-up. It has also been separating priority and planning process for customers. Intel has been providing an effective response for every challenge.
Some of Intel Custom Foundry announced customers include Achronix, Altera, Microsemi, Netronome, Panasonic and Tabula.
This is the third installment on verification, now, taken up by Synopsys. Regarding the biggest verification mistakes today, Arindam Ghosh, director – Global Technical Services, Synopsys India, attributed these as:
* Spending no time on verification planning (not documenting what needs to be verified) and focusing more on running simulations or on execution.
* No or very low investment in building better verification environments (based on best/new methodologies and best practices); instead maintaining older verification environments.
* Compromising on verification completeness because of tape out pressures and time-to-market considerations.
Would you agree that many companies STILL do not know how to verify a chip?
He said that it could be true for smaller companies or start-ups, but most of the major semiconductor design engineers know about the better approaches/methodologies to verify their chips. However, they may not be investing in implementing the new methodologies for multiple reasons and may instead continue to follow the traditional flows.
One way to address these mistakes would be to set up strong methodology teams to create a better verification infrastructure for future chips. However, few companies are doing this.
Are companies realizing this and building an infrastructure that gets you business advantage? He added that some companies do realize this and are investing in building a better infrastructure (in terms of better methodology and flows) for verification.
When should good verification start?
When should good verification start — after design; as you are designing and architecting your design environment? Ghosh said that good verification starts as soon as we start designing and architecting the design. Verification leads should start discussing the verification environment components with the lead architect and also start writing the verification plan.
Are folks mistaking by looking at tools and not at the verification process itself? According to him, tools play a major role in the effectiveness of any verification process, but we still see a lot of scope in methodology improvements beyond the tools.
What all needs to get into verification planning as the ‘right’ verification path is fraught with complexities? Ghosh said that there is no single, full-proof recipe for a ‘right’ verification path. It depends on multiple factors, including whether the design is a new product or derivative, the design application etc. But yes, it is very important to do comprehensive verification planning before starting the verification process.
Synopsys is said to be building a comprehensive, unified and integrated verification environment is required for today’s revolutionary SoCs and would offer a fundamental shift forward in productivity, performance, capacity and functionality. Synopsys’ Verification Compiler provides the software capabilities, technology, methodologies and VIP required for the functional verification of advanced SoC designs in one solution.
Verification Compiler includes:
* Better capacity and compile and runtime performance.
* Next-generation static and formal technology delivering performance improvement and the capacity to analyze a complete SoC (Property checking, LP, CDC, connectivity).
* Comprehensive low power verification solution.
* Verification planning and management.
* Next-generation verification IP and a deep integration between VIP and the simulation engine, which in turn can greatly improve productivity. The constraint engine is tuned for optimal performance with its VIP library. It has integrated debug solutions for VIP so one can do protocol-level analysis and transaction-based analysis with the rest of the testbench.
* Support for industry standard verification methodologies.
* X-propagation simulation with both RTL and low power simulations.
* Common debug platform with better debug technology having new capabilities, tight integrations with simulation, emulation, testbench, transaction debug, power-aware debug , hw/sw debug, formal, VIP and coverage.
Top five recommendations for verification
What would be Synopsys’ top five recommendations for verification?
* Spend a meaningful amount of time and effort on verification planning before execution.
* Continuously invest in building a better verification infrastructure and methodologies across the company for better productivity.
* Collaborate with EDA companies to develop, evaluate and deploy new technologies and flows, which can bring more productivity to verification processes.
* Nurture fresh talent through regular on and off-the-job trainings (on flows, methodologies, tools, technology).
* Conduct regular reviews of the completed verification projects with the goal of trying to improve the verification process after every tapeout through methodology enhancements.
Following Mentor Graphics, Cadence Design Systems Inc. has entered the verification debate. ;) I met Apurva Kalia, VP R&D – System & Verification Group, Cadence Design Systems. In a nutshell, he advised that there needs to be proper verification planning in order to avoid mistakes. First, let’s try to find out the the biggest verification mistakes.
Top verification mistakes
Kalia said that the biggest verification mistakes made today are:
* Verification engineers do not define a structured notion of verification completeness.
* Verification planning is not done up front and is carried out as verification is going along.
* A well-defined reusable verification methodology is not applied.
* Legacy tools continue to be used for verification; new tools and technologies are not adopted.
In that case, why are some companies STILL not knowing how to verify a chip?
He added: “I would not describe the situation as companies not knowing how to verify a chip. Instead, I think a more accurate description of the problem is that the verification complexity has increased so much that companies do not know how to meet their verification goals.
“For example, the number of cycles needed to verify a current generation processor – as calculated by traditional methods of doing verification – is too prohibitive to be done in any reasonable timeframe using legacy verification methodologies. Hence, new methodologies and tools are needed. Designs today need to be verified together with software. This also requires new tools and methodologies. Companies are not moving fast enough to define, adopt and use these new tools and methodologies thereby leading to challenges in verifying a chip.”
How are companies trying to address the challenges?
Companies are trying to address the challenges in various ways:
* Companies at the cutting edge of designs and verification are indeed trying to adopt structured verification methodologies to address these challenges.
* Smaller companies are trying to address these challenges by outsourcing their verification to experts and by hiring more verification experts.
* Verification acceleration and prototyping solutions are being adopted to get faster verification and which will allow companies to do more verification in the same amount of time.
* Verification environment re-use helps to cut down the time required to develop verification environments.
* Key requirements of SoC integration and verification—including functionality, compliance, power, performance, etc.—are hardware/software debug efficiency, multi-language verification, low power, mixed signal, fast time to debug, and execution speed.
Cadence has the widest portfolio of tools to help companies meet verification challenges, including:
Incisive Enterprise Manager, which provides hierarchical verification technology for multiple IPs, interconnects, hardware/software, and plans to improve management productivity and visibility;
The recently launched vManager solution, a verification planning and management solution enabled by client/server technology to address the growing verification closure challenge driven by increasing design size and complexity;
Incisive Enterprise Verifier, which delivers dual power from tightly integrated formal analysis and simulation engines; and
Incisive Enterprise Simulator, which provides the most comprehensive IEEE language support with unique capabilities supporting the intent, abstraction, and convergence needed to speed silicon realization.
Are companies building an infrastructure that gets you business advantage? Yes, companies are realizing the problems. It is these companies that are the winners in managing today’s design and verification challenges, he said.
When should good verification start?
Kalia noted: “Good verification should start right at the time of the high level architecture of the design. A verification strategy should be defined at that time, and an overall verification plan should be written at that time. This is where a comprehensive solution like Incisive vManager can help companies manage their verification challenges by ensuring that SoC developers have a consistent methodology for design quality enhancements.”
Are folks mistaking by looking at tools and not at the verification process itself?
He addded that right tools and methodology are needed to resolve today’s verification challenges. Users need to work on defining verification methodologies and at the same time look at the tools that are needed to achieve verification goals.
Finally, there’s verification planning! What should be the ‘right’ verification path?
Verification planning needs to include:
* A formal definition of verification goals;
* A formal definition of coverage goals at all levels – starting with code coverage all the way to functional coverage;
* Required resources – human and compute;
* Verification timelines;
* All the verification tools to be used for verification; and
* Minimum and maximum signoff criteria.
I recently met Sam Fuller, CTO, Analog Devices, and had an interesting conversation. First, I asked him about the state of the global semicon industry in 2013.
Industry in 2013
He said: “Due to the uncertainties in the global economy in the last couple of years, the state of the global semiconductor industry has been quite modest growth. Because of the modest growth, there has been a buildup in demand. As the global economies begin to be more robust going forward, we expect to see more growth.”
Industry in 2014?
How does Analog Devices see the industry going forward in 2014? What are the five key trends?
He added: “I would talk about the trends more from an eco-system and applications perspective. Increased capability on a single chip: Given all the advances to Moore’s law, the capability of a chip has increased considerably in all dimensions and not just performance, be it the horsepower we see in today’s smartphones or the miniaturization and power consumption of wearable gadgets that were on show this year at CES.
“In Analog Devices’ case, as we are focused on high performance signal processing, we can put more of the entire signal chain on a single die. For our customers, the challenge is to provide their customers a more capable product which means a more complex product, but with a simpler interface.
“A classic example is our AD9361 chip, which is a single chip wideband radio transceiver for Software Defined Radio (SDR). It is a very capable ASSP (Application Specific Standard Products) as well as RF front end with a wide operating frequency of 70 MHz to 6 GHz.
“This chip, coupled with an all-purpose FPGA, can build a very flexible SDR operating across different radio protocols, wide frequency range and bandwidth requirements all controlled via software configuration. It finds a number of applications in wireless communication infrastructure, small cell Base stations as well as a whole range of custom radios in the industrial and aerospace businesses.”
Now, let’s see the trends for 2014!
More collaboration with customers: There is a greater emphasis on understanding customers’ end applications to provide a complete signal chain, all in a System on a Chip (SoC) or a System in a package (SiP). The relationship with our customers is changing as we move more towards ASSPs focused with few lead customers for target markets and target applications. While this has already been ongoing in the consumer industry with PCs and laptops, customers in other vertical markets like healthcare, automotive and industrial are and will collaborate more with semiconductor companies like Analog Devices to innovate at a solutions level.
More complete products: We have evolved from delivering just the silicon at a component level to delivering more complete products with more advanced packaging for various 3D chips or multi-die within a package. Our solutions now have typically much more software that makes it easier to configure or program the chips. It is a solution that is a combination of more advanced silicon, advanced packaging and more appropriate software.
With providing the complete solution, the products are more application specific and hence, the need for more collaboration with customers. For example, there may be one focused on Software Defined Radio, one for motor control, and one for vital signs monitoring for consumer health that we have launched recently.
We need it to be generic enough that multiple customers can use it, but it needs to be as tailored as possible to the customers’ needs for specific market segments. While because of the volume and standardization, availability of complete reference designs in the consumer world has been the norm, other market segments are demanding more complete products not-withstanding the huge variation in protocols and applications.
Truly global industry: The semiconductor and electronics industry has become truly global, so multiple design sites around the globe collaborate to create products. For example for Analog Devices, one of our premier design sites is our Bangalore product design center where we quite literally developed our most complex and capable chips. At the same time our customers are also global.
We see large multinational companies like GE, Honeywell, Cisco, Juniper, ABB, Schneider and many of our top strategic customers globally doing substantial system design work in Bangalore along with a multitude of India design houses. Our fastest growing region is in Asia, but we have substantial engagement with customers in North America and Europe. And our competition is also global, which means that the industry is ever moving faster as the competition is global.
Smarter design tools: The final trend worth talking about is the need for smarter design tools. As our products and our customers’ products become more complex and capable, there have to be rapidly developing design tools, for us to design them.
This cannot be done by brute force but by designing smarter and better tools. There is a lot of innovation that goes on in developing better tool suites. There is also ever more capable software that caters to a market moving from 100s of transistors to literally billions of transistors for an application.