−Removed: MoSys, Inc., together with its subsidiaries (“ MoSys ,” the “ Company ,” “ we ,” “ our ” or “us”), is a fabless semiconductor company focused on the development and sale of integrated circuits, or ICs, for the high-speed cloud networking, communications, security appliance, video, monitor and test, data center and computing markets.
−Removed: Our solutions deliver time-to-market, performance, power, area and economic benefits for system original equipment manufacturers, or OEMs.
+Added: Peraso Inc., together with its subsidiaries (“Peraso,” the “Company,” “we,” “our” or “us”), is a fabless semiconductor company focused on the development and sale of:
+Added: i) semiconductor devices and modules based on our proprietary semiconductor devices and ii) performance of non-recurring engineering, or NRE, services and licensing of intellectual property, or IP.
+Added: Our primary focus is the development of millimeter wavelength, or mmWave, wireless technology, for the 60 Gigahertz, or GHz, spectrum and for 5G cellular networks, or 5G.
+Added: Our mmWave products enable a range of applications, such as 5G with low latency and high reliability, as well as multi-gigabit, mmWave links over 25 kilometers.
+Added: Our mmWave products address consumer applications, such as wireless video streaming and untethered augmented reality and virtual reality, or AR/VR.
+Added: We also have a line of memory-denominated integrated circuits for high-speed cloud networking, communications, security appliance, video, monitor and test, data center and computing markets that deliver time-to-market, performance, power, area and economic benefits for system original equipment manufacturers, or OEMs.
+Added: Business Combination
+Added: We were formerly known as MoSys, Inc., or MoSys.
+Added: On September 14, 2021, we and our subsidiaries, 2864552 Ontario Inc.
+Added: and 2864555 Ontario Inc., entered into an Arrangement Agreement, or the Arrangement Agreement, with Peraso Technologies Inc., or Peraso Tech, a privately-held corporation existing under the laws of the province of Ontario, to acquire all of the issued and outstanding common shares of Peraso Tech, or the Peraso Shares, including those Peraso Shares to be issued in connection with the conversion or exchange of secured convertible debentures and common share purchase warrants of Peraso Tech, as applicable, by way of a statutory plan of arrangement, or the Arrangement, under the Business Corporations Act (Ontario).
+Added: On December 17, 2021, following the satisfaction of the closing conditions set forth in the Arrangement Agreement, the Arrangement was completed and we changed our name from MoSys to “Peraso Inc.” and began trading on the Nasdaq Stock Market, or the Nasdaq, under the symbol “PRSO.”
+Added: Industry Trends and Performance
+Added: MMWave and 5G
+Added: The demand for wireless services is increasing exponentially, therefore, wireless users and service providers will be required to eventually utilize higher frequency spectrum to meet the demand.
+Added: We believe the 5G wireless industry is the best and latest example of how and why mmWave is the future of wireless networks.
+Added: The 5G specification includes low, mid and mmWave frequencies.
+Added: There are significant expectations that 5G will significantly improve cellular network performance, as evidence by slogans as “10X the bandwidth” and “10X reduction in latency.” From our perspective, in reality, only part of the 5G specification truly offers such improvement, and we believe this is represented by mmWave.
+Added: mmWave is not without challenges, as mmWave signals do not typically travel as far as traditional wireless signals and are more attenuated by solid objects.
+Added: Mitigation strategies must be deployed, in particular with regards to the management of signal propagation.
+Added: Whereas traditional wireless devices utilize a broad, omni-antenna pattern, mmWave systems rely on phased array technology, which focusses the radio signal into a narrow beam to improve propagation characteristics.
+Added: Peraso is a global leader in implementing these sophisticated radio systems and is one of the few companies in the market that is successfully shipping phased array devices in mass production.
+Added: In terms of specific market opportunity, mmWave is a key differentiating update from 4G/LTE networks to 5G.
+Added: Within the 5G market, there are several primary applications for mmWave.
+Added: The initial target for Peraso is referred to as the fixed wireless access, or FWA, segment.
+Added: In this market segment, carriers provide their customers with a fixed wireless link to a base station or small cell, thus providing the customer with high-speed access to the Internet.
+Added: mmWave can provide download speeds of over 1 Gbps and upload speeds of several hundred megabits per second.
+Added: In addition, mmWave is a much cheaper alternative to fiber and allows carriers an additional advantage and competitive advantage against other access technologies, such as cable.
+Added: Additionally, Peraso 5G mmWave RF modules can be utilized in other applications, including hotspots, laptops and tablets.
+Added: 5G mmWave has support from major industry players.
+Added: Apple has incorporated mmWave wireless into all versions of the iPhone12 for sale in the US market.
+Added: The basic premise is common, which is the ever-increasing demand for bandwidth.
+Added: Verizon is the leading carrier in the US at deploying mmWave for both mobile and fixed wireless access.
+Added: The initial use case for cellular service providers is to provide their customer base (primarily smart phone customers) with continuity of network access in highly congested environments , such as sporting events, public beaches, music festivals or generally any large gathering where thousands of users are attempting to access the network simultaneously.
+Added: Peraso believes that mmWave will gain universal acceptance, as users will demand full continuity in terms of network access.
+Added: Below are some early examples of carriers deploying mmWave technology:
+Added: Major Japanese carriers, including NTT DOCOMO, KDDI, Rakuten and SoftBank deploy mmWave technology;
+Added: • June 8, 2021:
+Added: UScellular sets record with 5G mmWave links of 10 kilometers;
+Added: June 9, 2021:
+Added: the United States Department of Defense announces use of 5G mmWave for secure communications;
+Added: • June 11, 2021:
+Added: Verizon launches On Sit e , for the use of mmWave for on-premises, private 5G networks;
+Added: July 11, 2021:
+Added: Verizon announces expansion of 5G home - internet, fixed - wireless service using mmWave spectrum.
+Added: Longer term, we believe we are well positioned to address the mobile opportunity for mmWave, which is expected to present an order of magnitude increase in the total available market.
+Added: Our memory solutions deliver time-to-market, performance, power, area and economic benefits for system original equipment manufacturers, or OEMs.
Our primary product line is marketed under the Accelerator Engine name and comprises our Bandwidth Engine and Programmable HyperSpeed Engine IC products, which integrate our proprietary, 1T-SRAM high-density embedded memory and a highly-efficient serial interface protocol resulting in a monolithic memory IC solution optimized for memory bandwidth and transaction access performance.
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In addition, the serial interface and high-memory capacity reduce the board footprint, number of pins and complexity, while using less power.
−Removed: To complement our Accelerator Engine ICs and utilize our technology we have been developing our Virtual Accelerator Engine, or VAE, product line that leverages our proprietary graph memory engine technology to provide data classification capabilities through the use of high-speed memories.
−Removed: Our VAE products include software, firmware and related intellectual property, or IP, and are hardware agnostic and operate with or without one of our Accelerator Engine IC products.
−Removed: Our LineSpeed IC product line comprise s non-memory, high-speed serialization-deserialization interface , or SerDes I/O, physical layer, or PHY, devices that ensure signal integrity between interfaces which is commonly referred to as clock data recovery, or CDR, or retimer functionality, which perform multiplexing to transition from one speed to another, commonly referred to as Gearbox functionality.
−Removed: These PHY devices reside within optical modules and on networking equipment line cards designed for next-generation Ethernet and optical transport network applications.
−Removed: Industry Background
−Removed: The amount of data and the number of data consumers and devices continues to grow, driven primarily by commercial and consumer cloud applications, video services, high speed mobile networks, Internet of Things, or IoT, and many other cloud applications.
−Removed: In order to meet these demands, the new cloud infrastructure, including the backbone, edge, access network and data centers, must scale in both speed and intelligence to handle real-time security, bandwidth allocation, and service-level expectations.
−Removed: In addition, workloads or applications delivered at a massive scale from the cloud require flexible and efficient data transmission to optimize resources to enable these applications and lower the overall cost, size and power of the data center.
−Removed: These increased demands strain communication between onboard IC devices, limiting the data throughput in network switches and routers and the network backbone.
−Removed: To meet these demands, carrier and enterprise networks are merging with the cloud and are undergoing significant changes and, most significantly, are migrating to packet-based Ethernet networks that enable higher throughput, lower cost and uniform technology across access, core and metro network infrastructure.
−Removed: These networks have been designed to deliver voice and video applications over high-speed Internet services on one converged, efficient and flexible network.
−Removed: These trends require networking systems, especially the high-speed switches, security appliances and routers that primarily comprise these networks, to comply with evolving market requirements and be capable of providing new services and better quality of service while supporting new protocols and standards.
−Removed: Traditional OEM network and telecommunications equipment manufacturers, such as Nokia Corporation, and its subsidiary, Alcatel-Lucent, Cisco Systems, Inc., Tel.
−Removed: LM Ericsson, Fujitsu Ltd., Hitachi Ltd., Huawei Technologies, and Juniper Networks, Inc., as well as new vendors and cloud-service providers, who are delivering a new set of white-box solutions, must offer higher levels of packet forwarding rates, bandwidth density and be optimized to enable higher-density, lower-power data path connectivity in the next generations of their networking systems.
−Removed: Networking communications, security, video and computing systems throughout the cloud network must operate at higher speed and performance levels, and so require new generations of packet processors and improved memory subsystems to enable system performance.
−Removed: These systems and their component line cards generally need to support aggregate rates of 100 gigabits per second, or Gbps, and above to meet the continued growth in network traffic.
−Removed: Data centers and access equipment that were previously aggregating slower traffic at rates of up to 40Gbps now are being designed to aggregate traffic at 100Gbps, or more.
−Removed: The transition to high-bandwidth networks and the move to 100Gbps and higher rates at the edge (i.e., closer to the networks and users generating data, voice and video traffic) is underway, and the increase in data rates for these networks is expected to continue to grow rapidly over the coming years.
−Removed: The systems that our customers build come in various sizes and utilize cards that contain several types of semiconductors.
−Removed: Line cards are found in chassis-based systems that have slots and can contain up to 20 line cards.
−Removed: Our networking and communication system and certain other system customers typically use chassis-based systems.
−Removed: The alternative is systems that contain a single card;
−Removed: these systems are generally referred to as appliances or “pizza boxes.” Cards that typically plug into a server or compute system are generally referred to as accelerator cards.
−Removed: We believe the wider use of these accelerator cards in systems throughout the network, especially at the edge, will expand the market opportunity for our products, as a number of these cards utilize field programmable gate array ICs, or FPGAs, as the packet processor.
−Removed: Our Accelerator Engines are ideally suited to support FPGAs performing these functions.
−Removed: Each line card, or accelerator card, includes one or more processors and multiple memory chips.
−Removed: These processors are complex ICs or IC chipsets that perform high-speed data or packet processing for functions, such as traffic routing, shaping, metering, billing, statistics, detection, steering, security, video processing, monitoring and workload acceleration.
−Removed: The line cards use various types of memory ICs to facilitate temporary packet storage and assist in the analysis and tracking of information embedded within the data flowing through the processors.
−Removed: After a packet enters the line card, a packet or data processor helps separate the packet into smaller pieces for rapid analysis.
−Removed: In a typical packet-based network for example, the data is broken up into the packet
−Removed: header, which contains vital information on packet destination and type, such as the Internet protocol address, and the payload, which contains the data being sent.
−Removed: Generally, the line card operations must occur at full data rates and typically require frequent access to the memory ICs .
−Removed: Simultaneously, the packet’s payload, which may be substantially larger than the packet header, is also stored in memory ICs until processing is complete and the packet can be re-combined and sent to its next system destination.
−Removed: Within the line card, communication between the packet processor and memory ICs occurs through an interface consisting of combinations of physical pins on each type of chip.
−Removed: These pins are grouped together in a parallel or a serial architecture to form a pathway, called a bus, through which information is transferred from one IC to the next.
−Removed: Today, the majority of physical buses that connect networking equipment and components use a parallel architecture to communicate between processors and memory ICs, which means information can travel only in one direction and in one instance at a time.
−Removed: As processing speeds increase, the number of pins required and the speed of the bus in a parallel architecture become a limitation on system performance and capability.
−Removed: In contrast, the number of connections is reduced substantially across fewer, higher-rate pins in a serial architecture, and data is transferred simultaneously in both directions.
−Removed: Data transfer rates are limited by the data access rates of the various ICs included on the line card, thus leading to bottlenecks when these ICs perform inadequately.
−Removed: In order to remove these bottlenecks and meet next-generation bandwidth requirements, the line card ICs need to support higher access rates enabled by internal memory or high-speed serial bus architectures and these more advanced interface protocols.
−Removed: Most networking and communication systems sold and in operation today include line cards that process data at speeds ranging from 10Gbps to 400Gbps, and support many aggregated slower ports.
−Removed: To accommodate the substantial and growing increase in demand for networking communications and applications, networking systems manufacturers are developing and bringing to market next-generation systems that run at aggregate speeds of 400 Gbps or more with newer products scaling to tens of thousands of Gbps, or tens of terabits, per second.
−Removed: Applications, such as security appliances, broadcast video and compute accelerators that were previously running at aggregate rates of 10Gbps or 40Gbps, are moving to higher aggregate rates in the 100s of Gbps.
−Removed: Although processor performance in applications, such as computing and networking has traditionally doubled nearly every 18 months, or even sooner, the performance of external high-density memory technology has generally been able to double only once every 10 years.
−Removed: Existing memory IC solutions built for high capacity and based on parallel interface architecture struggle to meet the access rates required to meet speeds of 100Gbps and beyond due to system-level limitations for pin counts, power and performance.
−Removed: To compensate for slow external memory access, developers must either integrate larger amounts of on-chip memory and/or utilize complex system alternatives to try to work around the access-rate limitations of these memories.
−Removed: The additional memory and circuitry adds to IC power, size and cost and may not be feasible depending on the economics and technology used to implement the data processor.
−Removed: These networking and communications systems generally comprise a chassis populated by 4 to 16 line cards.
−Removed: Often, these systems are shipped to customers with only a portion of the line card slots populated, and the customer will add additional line cards to increase system performance, capacity and features.
−Removed: Each line card requires a significant amount of memory to support its processing capabilities.
−Removed: Traditional external memory IC solutions currently used on line cards include both dynamic random access memory, or DRAM, and static random access memory, or SRAM.
−Removed: Line cards in networking systems use both specialized, high-performance DRAM ICs, such as reduced-latency DRAM, or RLDRAM, low-latency DRAM, or LLDRAM, and commodity DRAM, such as double data rate, or DDR ICs.
−Removed: The latest DDR memory is high-bandwidth memory, or HBM, which provides high bandwidth, but has fundamentally slow access time.
−Removed: For very high access, networking systems use higher-performance SRAM, which may be integrated into the data processing IC itself depending on size, power and economics or use a traditional external SRAM IC, such as quad data rate, or QDR SRAM.
−Removed: These memories are very fast, but are much smaller, cost more and burn more power than traditional DRAM.
−Removed: Substantially all of these traditional memory IC solutions use parallel interfaces, which are slower than serial interfaces.
−Removed: For data processing solutions, which are unable to integrate sufficient amounts of SRAM, such as FPGAs, we believe the external SRAMs or RLDRAMs will be increasingly challenged to meet the performance, pin count, area and power requirements as networking systems and other new security, video, and compute systems expand beyond 400Gbps.
−Removed: The result is a gap between processor and memory performance.
−Removed: To meet the higher performance requirements being demanded by the industry, while using current components and architectural approaches, system designers must add more discrete memory ICs to the line cards and/or add more embedded memory on the packet processor.
−Removed: New processor and custom data processing engine ICs are being developed that integrate more SRAM to help offset the bottlenecks, but the cost to develop these custom ICs is high and there is a trade-off in cost, power and size.
−Removed: FPGAs offer flexibility, lower development cost and time to market but are limited in the amount of internal circuitry and the amount of integrated SRAM memory.
−Removed: We believe our Accelerator Engine family of products is well suited to address memory access bottleneck challenges and provide significant performance, size, pin count and power advantages compared to traditional external memory solutions, primarily for FPGA-based systems.
−Removed: In order to improve performance and resolve memory bottlenecks, in recent years, the trend has been to have algorithms on the memory device perform computations in order to reduce processing time and power consumption.
−Removed: This trend is sometimes called in-memory compute or processor-in-memory.
−Removed: In order to make a flexible solution, the in-memory compute can be accomplished with arrays of reduced instruction set computer, or RISC, cores on the memory device.
−Removed: Further performance gains can be accomplished with application-specific enhancements to the memory device’s instruction set architecture.
−Removed: We have developed our ICs to synergistically address the need for high-speed data access and throughput currently confronting system designers.
−Removed: We expect our IC products to meet the increasing demands placed on conventional memory technology used on the line cards in high-speed systems.
−Removed: We believe that our products and technology are well positioned as replacements for existing IC solutions in order to support the needs of a growing number of FPGA-based data processing applications with aggregate rates greater than 100Gbps that require high bandwidth and high access rate to memory.
−Removed: We have leveraged our proprietary IP to design our IC products and related acceleration IP to help OEMs in our target markets to address the growing bottlenecks in system performance.
−Removed: We have incorporated critical features into our product families to accomplish this objective.
−Removed: High-Performance Interface
−Removed: High-speed, efficient interfaces are critical building blocks to meet high data transfer rate requirements for communication between ICs on network line cards.
−Removed: Semiconductor companies are increasingly turning to serial interface architectures to achieve needed system performance.
−Removed: Using serial interfaces, IC developers also are able to reduce the number of pins (the wired electrical pins that connect an IC to the network line card on which it is mounted) on the IC.
−Removed: With reducing geometries, the size of most high-performance ICs is dictated by the number of pins required, rather than the amount of logic and memory embedded in the chip.
−Removed: As a result, using a serial interface facilitates cost reduction and reduced system power consumption, while improving the performance of both the IC itself and the overall system.
−Removed: While serial interfaces provide significantly enhanced performance over parallel interfaces, SerDes interfaces traditionally have had higher power consumption, which is a challenge for IC designers.
−Removed: Our SerDes interfaces, however, are optimized to meet our customers’ signal integrity, low-power consumption and latency requirements.
−Removed: We make our interface technologies compliant with industry standards so that they can interoperate with interfaces on existing ICs.
−Removed: In addition, we make them programmable to support multiple data rates, which allows for greater flexibility for the system designer, while lowering development and validation costs.
−Removed: GigaChip Interface Protocol
−Removed: In addition to the physical characteristics of the serial interface, the protocol used to transmit data is also an important element that impacts speed and performance.
−Removed: To address this and complement our Accelerator Engine devices, we have developed the GigaChip Interface, or GCI, which is an open-interface transport protocol optimized for efficient chip-to-chip communications.
−Removed: The GCI electrical interface is compatible with the current industry standards, including 10G and 25G IEEE and OIF interface standards, to simplify electrical interoperability between devices.
−Removed: GCI can enable highly efficient serial chip-to-chip communications, and its transport efficiency averages 90% for the data transfers it handles.
−Removed: GCI is included in our ICs and is offered to customers and prospective partners on terms intended to encourage widespread adoption.
−Removed: High-Performance and High-Density Memory Architecture
−Removed: The high density of our proprietary 1T-SRAM technology stems from the use of a single-transistor, or 1T, which is similar to DRAM, with a storage cell for each bit of information.
−Removed: Embedded memory utilizing our 1T-SRAM technologies is typically two to three times denser than the six-transistor storage cells used by traditional SRAM.
−Removed: Embedded memory utilizing our 1T-SRAM technologies typically provides speeds essentially equal to or greater than the speeds of traditional SRAM and DRAM, particularly for larger memory sizes.
−Removed: Our 1T-SRAM memory designs can sustain random access cycle times of less than three nanoseconds, significantly faster than DRAM technology.
−Removed: Embedded memory utilizing our 1T-SRAM technologies can consume as little as one-half the active power and generate less heat than traditional SRAM when operating at the same speed.
−Removed: The 1T-SRAM allows us to integrate more high-performance memory using less expensive processing technology, reduce system level heat dissipation and enable reliable operation using lower-cost packaging.
−Removed: Embedded In-Memory Functions
−Removed: We have combined our high-speed memory architecture with intelligence to define an embedded memory that can execute embedded functions and algorithms internally, or “in-memory,” to allow software and hardware designers acceleration options to improve the performance of their applications.
−Removed: The in-memory functions executed within the memory architecture in our Accelerator Engine IC products result in application-performance increases by reducing the number of external memory and computational operations needed to accomplish the same functions using traditional memories.
−Removed: Also, by executing in-memory, the resources of the packet processor and other ICs on a customer board are available to perform other functions.
−Removed: Our Accelerator Engine ICs include an arithmetic logic unit, or ALU, which enables the performance of mathematical operations on data.
−Removed: Moving certain processing functions from the host data processor IC to the Accelerator Engine IC through the use of this embedded ALU, reduces the number of processing transactions and frees the host data processor IC to perform other important networking or micro-processing functions.
−Removed: Our Programmable HyperSpeed Engine IC takes this concept one step further by incorporating integrated RISC processors optimized for processing data structures and graphs.
−Removed: Our Programmable HyperSpeed Engine IC integrates RISC cores optimized for operating data stored in the memory block.
−Removed: The integration of the cores with memory allows system algorithms or functions to be offloaded to the device and reduces overall system-task latency and increases throughput.
−Removed: The processors can be programmed by the user to offload and accelerate standard and/or customized functions from the main processor thereby reducing memory transactions and data path complexity to provide improved performance and lower system latency.
−Removed: New algorithms or functions can be added to or modified in the Programmable HyperSpeed Engine IC in software.
−Removed: Our primary business objective is to be a profitable IP-rich fabless semiconductor company offering ICs and related software and IP that deliver unparalleled memory bandwidth and access rate performance for high-performance data processing in cloud networking, security appliances, video, test and monitoring, and data center systems.
−Removed: The key components of our strategic plan include the following strategies:
−Removed: Target Large and Growing Markets
−Removed: Prior to 2019, our primary focus was the multi-billion dollar networking, telecommunications, security appliance and data center OEM equipment markets, as our products were developed to support the growth in 100Gbps and higher networking speeds.
−Removed: During 2019, we expanded our market focus to new markets, including video, test and measurement and computing markets.
−Removed: We are currently supporting customers across these markets, with whom we have achieved design wins.
−Removed: We define a design win as a commitment from a customer to utilize one of our IC products in its system.
−Removed: We continue to actively pursue additional design wins for the use of our ICs in our target markets.
−Removed: We believe our design wins represent the potential for future revenue growth.
−Removed: However, there is no assurance that these customer designs will be shipped in large volume by our customers to their customers, how much revenue each design win is likely to generate, or how much revenue all of these (and future design wins) are likely to generate.
−Removed: Build Long-Term Relationships with FPGA Vendors and Suppliers of Data Processing Solutions
−Removed: We believe that having long-term relationships with FPGA providers is critical to our success, as such relationships enable us to reduce our time-to-market, provide us with a competitive advantage, identify additional IC design win and licensing opportunities and expand our target markets.
−Removed: A key consideration of network system designers is to demonstrate interoperability between our IC products and the processor ICs utilized in their systems.
−Removed: To obtain design wins, we must demonstrate this interoperability, and also show that our IC products work optimally with the packet processor to achieve the performance requirements.
−Removed: In addition, our current strategy requires packet processor suppliers to adopt our GCI interface.
−Removed: To that end, we have been working closely with FPGA and application specific standard product providers to enable interoperability between our Accelerator Engine IC products and their high-performance products.
−Removed: To facilitate the acceptance of our Accelerator Engine ICs, we have made available development and characterization kits for system designers to evaluate and develop code for next-generation networking systems.
−Removed: Our characterization kits are fully-functional hardware platforms that allow FPGA and ASIC providers, and their customers, to demonstrate interoperability of the Accelerator Engine IC with the ASIC or FPGA the designers use within their systems.
−Removed: Our IC Products
+Added: Our primary focus is the development, marketing and sale of our mmWave products.
+Added: mmWave is generally described as the frequency band from 24 GHz to 300 GHz.
+Added: Currently, there are two industry standards that incorporate mmWave technology for wireless communications:
+Added: (i) IEEE 802.11ad/ay and (ii) 3GPP Release 15-17 (commonly referred to as 5G).
+Added: We have developed and continue to develop products that conform to these standards.
+Added: Our first product line operates in the 60 GHz band and conforms to the IEEE 802.11ad standard.
+Added: This product line includes a baseband IC, including multiple variations of mmWave radio frequency, or RF, integrated circuits, or ICs, as well as associated antenna technology.
+Added: The second product line is currently in development and addresses the 5G mmWave opportunity.
+Added: Given our experience in the development of mmWave technology and devices, we believe 5G mmWave, is a logical adjacent market.
+Added: The first market targeted was the 60GHz IEEE 802.11ad market.
+Added: Our 60GHz IEEE802.11ad products had two very important advantages over traditional 2.4GHz and 5GHz Wi-Fi products:
+Added: very high data rates (up to 4.5 gigabits per second, or nGb/s) and low latency (less than 5 meters per second).
+Added: The first application that had traction was outdoor broadband.
+Added: This included applications such as point-to-point, or PtP, backhaul links or fixed wireless access, FWA, using point-to-multipoint links, or PtMP.
+Added: products using the 60GHz band are for this market.
+Added: As the spectrum is unlicensed (free), wireless carriers can provide services without having to spend significantly on wireless spectrum.
+Added: We are a leading supplier of semiconductors in the PtP and PtMP markets.
+Added: We are currently shipping to leading equipment suppliers in this space, as well as directly to service providers building their own equipment.
+Added: We believe our products and technology bring key advantages to the market.
+Added: First, our products support the spectrum from 66 GHz to 71 GHz.
+Added: These are often referred to as channels 5 and 6 in the 802.11ad/ay specifications.
+Added: The key advantage in supporting these channels is that the signals are able to propagate much further than channels 1-4;
+Added: this is a result of significantly lower oxygen absorption at frequencies above 66 GHz.
+Added: Currently, customers have achieved links in the range of 25 kilometers, which we believe is substantially longer than any 60 GHz links achieved to date.
+Added: In the indoor area, the 802.11ad technology is ideal for high speed, low latency video applications.
+Added: In indoor environments, our products can support 3 Gb/s links with under 5ms of latency.
+Added: Example applications include:
+Added: • AR/VR links between the headset and the video console;
+Added: • Universal serial bus, or USB, video cameras for corporate video conferencing;
+Added: • Wireless security cameras;
+Added: • Smart factory safety and surveillance.
+Added: We have developed a high-volume mmWave production test methodology using standard, low-cost production test equipment.
+Added: It has taken us several years to refine performance of this production test methodology, and we believe this places us in a leadership position in addressing the operational challenges of competitively producing and delivering mmWave products into high-volume markets.
+Added: mmWave modules
+Added: In 2021, we began producing and selling complete mmWave modules.
+Added: The primary advantage provided by a module is that the silicon and the antenna are integrated into a single device.
+Added: A differentiating characteristic of mmWave technology is that the RF amplifiers must be as close as possible to the antenna to minimize loss.
+Added: By providing a module, we can guarantee the performance of the amplifier to antenna interface, which simplifies the RF design engineering, facilitating more opportunities for companies that have not provided RF - type systems, as well as shortening the time to market for new product s .
+Added: It is possible for third parties to provide module products, but, given our significant mmWave antenna technology and intellectual property portfolio, we believe it enables us to provide a highly competitive solution, as we own the module technology and produce the significant module components.
Accelerator Engines
−Removed: Our Accelerator Engine IC products, include the Bandwidth Engine, which is targeted for high-performance applications where throughput is critical, and the Programmable HyperSpeed Engine, which combines the features of the Bandwidth Engine with 32 RISC processors to allow user-defined functions or algorithms to be embedded in the Programmable HyperSpeed Engine.
−Removed: Bandwidth Engine
+Added: Our Accelerator Engine IC products are targeted for FPGA-based systems and include the Bandwidth Engine, which is targeted for high-performance applications where throughput is critical, and the Programmable HyperSpeed Engine, which combines the features of the Bandwidth Engine with 32 RISC processors to allow user-defined functions or algorithms to be embedded in the Programmable HyperSpeed Engine.
+Added: The target applications for our memory ICs include a broad range of markets, including test and measurement, 5G networks, router, switching, security, computational storage, database acceleration, Big Data, aerospace and defense, advanced video, high-performance computing, machine learning and AI and other data-driven areas.
The Bandwidth Engine is a memory-dominated IC that has been designed to be a high-performance companion IC to packet processors.
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We have been shipping our Bandwidth Engine 2 IC products since 2013.
−Removed: We continue to win new designs for this device family, and expect these products to be our primary revenue source for the foreseeable future.
Our Bandwidth Engine 3 IC products contain 1152Mb of memory and use a SerDes interface with up to 16 lanes operating at up to 25Gbps per lane.
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The devices provide benefits of size, power, pin count and cost savings to our customers.
−Removed: Programmable HyperSpeed Engine
−Removed: Our Programmable HyperSpeed Engine IC products further leverage our proven serial interface technology and high-density integrated memory with the processor engine architecture to enable high-speed customizable search, security, and data analysis functions for networking, security, and data center applications, as well as new markets such as video and compute acceleration.
+Added: Our Programmable HyperSpeed Engine IC products further leverage our proven serial interface technology and high-density integrated memory with the processor engine architecture to enable high-speed customizable
+Added: search, security, and data analysis functions for networking, security, and data center applications, as well as new markets such as video and compute acceleration.
The product architecture features 32 search-optimized processor engines, data flow schedulers, and over a terabit of internal access bandwidth.
The device leverages our GCI interface technology and high-density integrated memory (1152Mb of 1T-SRAM embedded memory).
−Removed: During 2020, we launched a new line of memory ICs, our quad partition rate, or QPR, family of low cost, ultra-high speed SRAM memory devices optimized for FPGA-based systems.
−Removed: Our QPR memory technology features an architecture that allows for parallel accesses to multiple partitions of the memory simultaneously and allows access of up to 576 bits per read or write cycle.
+Added: Our quad partition rate, or QPR, family of low cost, ultra-high speed SRAM memory devices features an architecture that allows for parallel accesses to multiple partitions of the memory simultaneously and allows access of up to 576 bits per read or write cycle.
The QPR device includes four independent partitions per input/output and each partition functions as a stand-alone random-access SRAM.
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The MoSys MSQ220 and MSQ230 QPR devices are ideally suited for random-access applications.
−Removed: MoSys also offers an optional FPGA RTL memory controller to simplify the interface to its high capacity 567Mb or 1Gb devices.
+Added: We also offer an optional FPGA RTL memory controller to simplify the interface to its high capacity 567Mb or 1Gb devices.
We also offer an RTL memory controller that presents an SRAM-like interface to simplify the QPR design effort.
−Removed: The target applications are FPGA-based and include a broad range of markets, including test and measurement, 5G networks, router, switching, security, computational storage, database acceleration, Big Data, aerospace and defense, advanced video, high-performance computing, machine learning and AI and other data-driven areas.
−Removed: LineSpeed Flex PHYs
−Removed: Our LineSpeed Flex family of 100G PHYs, is designed to support industry standards and includes gearbox, Multi-Link Gearbox, or MLG, and high density CDR/retimer devices designed to enable Ethernet and OTN line card applications to support the latest electrical and optical interfaces.
−Removed: Historically, we licensed our IT-SRAM memory and SerDes interface technologies on a worldwide basis to semiconductor companies, electronic product manufacturers, foundries, intellectual property companies and design companies.
−Removed: Most of these licensees incorporated our technology into ICs that they sold to their customers, and, in the case of IT-SRAM licenses, pay a royalty to us for each IC shipped that incorporates our technology.
−Removed: Royalty and other revenue generated from our legacy IP agreements represented 12% and 7% of our total revenues for 2020 and 2019, respectively.
−Removed: Virtual Accelerator Engines
−Removed: Recently, we announced our new VAE product line that consists of software, firmware and other IP, such as register-transfer level, or RTL, code and utilizes a common application programming interface and common RTL interface to facilitate platform portability.
−Removed: This new product line will include multiple function accelerator platform products, which target specific application functions and will use a common software interface to allow performance scalability over multiple hardware environments.
−Removed: These function accelerator platform products are hardware agnostic and operate with or without one of our Accelerator Engine ICs.
−Removed: For example, our VAE IP can run on a processing unit IC or FPGA that is not attached to a MoSys IC or an FPGA that is attached to a MoSys IC, such as the Bandwidth Engine or Programmable HyperSpeed Engine.
−Removed: Our initial VAE product is our graph memory engine, or GME, accelerator IP, which is part of our packet classification platform, for performing embedded search and classification of packet headers.
−Removed: A typical use would be an alternative to ternary content-addressable memory, or TCAM, which is a specialized type of high-speed memory that searches its entire contents in a single clock cycle.
−Removed: While TCAMs enable the highest levels of performance, they are monolithic ICs that are limited in capacity and consume large amounts of power.
−Removed: In comparison, our GME IP can be integrated into the existing processor chip or chipset with no additional stand-alone IC required.
−Removed: proprietary platform software enables the compilation of TCAM images into graphs for GME processing utilizing a wider range of memory types including DRAM .
−Removed: We believe the technology will generate new opportunities that require less up-front architectural changes by system designers and provide a scalable capacity and performance roadmap of options using our Accelerator Engine ICs.
−Removed: We began pursuing license opportunities for our VAE products in 2020 and expect to begin achieving production licenses for these products in 2021.
Research and Development
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Development of new IC products requires specialized chip design and product engineers, as well as significant fabrication and testing costs, including mask costs.
−Removed: We currently do not have internal resources for new IC products.
−Removed: That said, we believe our Accelerator Engine IC product portfolio will provide us with adequate revenue growth opportunity for the foreseeable future.
−Removed: We have focused our product development efforts on software-based capabilities and features that leverage our current technologies and core competencies and complement, our Accelerator Engine IC products.
−Removed: As discussed above, we recently announced our VAE product line, and the initial packet classification products will use our graph memory engine for performing embedded search and classification of packet headers.
−Removed: We intend to continue to devote the majority of our research and development efforts toward furthering our VAE product roadmap and, where applicable, developing customer-specific IP.
+Added: We have over 12 years’ worth of technical know-how in the design and manufacturing of mmWave technology.
+Added: The most important aspect of this knowledge is knowing how mmWave circuits will perform in a real-world environment.
+Added: Traditionally, semiconductor design utilizes sophisticated computer-aided design tools to simulate the performance of a device that is manufactured at a specific semiconductor manufacturing plant.
+Added: However, mmWave is extremely difficult to model precisely.
+Added: Therefore, the only path to understand how well a device will perform is to produce the device and test it in a real-world application.
+Added: Over the last decade, many companies have attempted to develop mmWave semiconductor devices, however, given that the devices had inconsistent or weak performance, a number of them were unsuccessful and abandoned their design and product development efforts.
+Added: At a system level, there are additional technical challenges presented by mmWave technology that Peraso has overcome and form a key part of the internal know-how of Peraso.
+Added: For example, a key technology of mmWave is the concept of beamforming and beam steering using a phased array antenna.
+Added: This technology is utilized to concentrate the RF energy into a narrow beam to improve the range and coverage of mmWave devices.
+Added: We have developed effective of beamforming and beam steering technology for phased array circuits and antennas.
+Added: While there are many academic examples of successful phased array implementations, there is a vast barrier between a “laboratory” version of phased array technology and a version that is deployed for commercial use.
+Added: One such aspect is the implementation of the beamforming procedure, which seeks to maximize throughput and do so while not impacting latency.
+Added: While the details of achieving this are complex, it is important-intellectual property that we have gained through real - world experience.
+Added: With regard to our memory products, we do not have internal resources to develop new, memory IC products, and do not intend to expend any development efforts to develop new memory products.
+Added: That said, we believe our Accelerator Engine IC products will provide us with meaningful revenue and gross margin contributions for the foreseeable future.
+Added: We intend to continue to devote substantially all of our research and development efforts toward further expanding our mmWave technology portfolio.
Sales and Marketing
−Removed: We believe that systems OEMs typically prefer to extend the use of traditional memory solutions and their parallel interfaces, despite performance and costs challenges, and are reluctant to change their technology platforms and adopt new designs and technologies, such as serial interfaces, which are an integral part of our product solutions.
−Removed: Therefore, our principal selling and marketing activities to date have been focused on persuading these OEMs and key component specialists that our IC products provide critical performance advantages, as well as on securing design wins with them.
In addition to our direct sales personnel, we sell through sales representatives and distributors in the United States and Asia.
During 2020, we entered into new distribution relationships with Arrow Electronics and DigiKey Electronics, which are two of the largest worldwide IC distributors.
−Removed: These distributors have a global presence with offices and technical selling and applications, which we believe will enable us to reach new potential customers for our products.
+Added: These distributors have a global presence with offices and technical selling and applications engineering capabilities, which we believe will enable us to reach new potential customers for our products.
We also have applications engineers who support our customer engagements and engage with the customers’ system architects and designers to propose and implement our IC and IP solutions to address system design challenges and improve performance.
In the markets we serve, the time from a design win to production volume shipments of our IC products can range from 12 to 36 months.
−Removed: Networking, communications and security appliance systems can have a product life from a few years to over 10 years once a product like ours has been designed into the system.
−Removed: Our revenue has been highly concentrated, with a few customers accounting for a significant percentage of our total revenue.
−Removed: The following customers accounted for 10% or more of our net revenues in one or more of the following periods:
−Removed: Palo Alto Networks
−Removed: *Represents less than 10%
+Added: Networking, wireless and wired communication and security appliance systems can have a product life from a few years to over 10 years once a product like ours has been designed into the system.
+Added: Historically, our revenue has been highly concentrated, with a few customers accounting for a significant percentage of our total revenue.
+Added: During the year ended December 31, 2021, three customers accounted for 10% or more of our net revenues, including CEAC International Limited at 48%, WeLink Communications LLC at 19% and Alltek Technology Corp at 12%.
+Added: During the year ended December 31, 2020, three customers accounted for 10% or more of our net revenues, including Ubiquiti Inc.
+Added: at 55%, XCOM Labs, Inc.
+Added: at 27% and Alltek Technology Corp at 12%.
Intellectual Property
We regard our patents, copyrights, trademarks, trade secrets and similar intellectual property as critical to our success and rely on a combination of patent, trademark, copyright, and trade secret laws to protect our proprietary rights.
−Removed: As of December 31, 2020, we held 66 U.S.
−Removed: and 33 foreign patents on various aspects of our technology, with expiration dates ranging from 2022 to 2037.
−Removed: We also held 4 pending patent applications in the U.S.
+Added: As of December 31, 2021, we held 105 United States and 55 foreign patents on various aspects of our mmWave, antenna, memory and other technology, with expiration dates ranging from 2022 to 2040.
+Added: We also held 25 pending patent applications in the United States and abroad.
There can be no assurance that others will not independently develop or patent similar or competing technology or design around any patents that may be issued to us, or that we will be able to successfully enforce our patents against infringement by others.
+Added: We were also an active participant in the development of the IEEE 802.11ay wireless specification and, to date, have been granted nine essential claims patents with respect to this standard.
+Added: Essential claims patents are of particular value as a specification cannot be implemented without violating the patents.
The semiconductor industry is characterized by frequent litigation regarding patent and other intellectual property rights.
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Our successful protection of our patents and other intellectual property rights and our ability to make, use, import, offer to sell, and sell products free from the intellectual property rights of others are subject to a number of factors, particularly those described in Part I, Item 1A, “Risk Factors.”
−Removed: The markets for our products are highly competitive.
+Added: mmWave circuit and system design is a highly specialized engineering skill, as well as a challenging technology to ship in mass production.
+Added: At frequencies above 24 GHz, circuits are extremely vulnerable to small variances in the semiconductor manufacturing process.
+Added: Designing circuits that minimize susceptibility to these variances takes years of practice, and we believe we are one of the few companies in the world that is skilled in mmWave design.
+Added: Further, we have shipped mmWave devices in volume, and ensuring all devices sold adhere to strict performance standards is a core competency we have developed.
+Added: In addition, we have developed our own mmWave phased array antenna technology, which allows us to be highly competitive in terms of overall system cost.
+Added: Our customers do not need to engage with third-party antenna suppliers, thus eliminating the additional cost for a third-party antenna.
+Added: IEEE 802.11ad/ay Market:
+Added: Our primary competitor in the IEEE802.11ad/ay market is Qualcomm.
+Added: The primary benefit that we provide to the market is the support of the higher frequency bands from 66 GHz to 71 GHz.
+Added: The advantage at these frequencies is that oxygen attenuation is significantly reduced, and signals can travel much further.
+Added: We also have key points of differentiation compared to Qualcomm for wireless video devices.
+Added: We are well positioned in this market, as we have USB 3.0 built into our devices, so our products generally support USB architectures.
+Added: A prime example is the replacement of the USB cable with a wireless version using our technology.
+Added: There are many applications where this can be of use, including USB web cams, wireless displays, and AR/VR headsets.
+Added: We have invested significant software resources into providing the market with wireless USB solutions, and we believe there is no other mmWave vendor in the world that can offer multi-gigabit solutions as a replacement for wired USB.
+Added: With 5G, our efforts are focused on the mmWave RF front-end phased array component of the system.
+Added: This focus is in contrast to the IEEE solution, in which Peraso provides a baseband device as well as an mmWave RF front-end phased array device.
+Added: The 5G product instantiation is an RF module that embraces a broad swath of intellectual property that establishes a substantial moat to potential competitors.
+Added: Key elements of our mmWave intellectual property include:
+Added: • RF circuits;
+Added: • phased array antenna;
+Added: • in-system circuit calibration, beam forming, real-time system monitoring.
+Added: From a competitive perspective, we are currently the only pure - play, 5G vendor to offer a dual-band (28/39GHz) RF solution for the FWA market.
+Added: Qualcomm does offer a 5G RF solution for the FWA market, however its solution is based on aggregating its mobile RF solution, which requires several compromises in terms of cost, performance, and power consumptio n .
+Added: With an initial focus on fixed wireless access, we can derive advantages by optimizing our silicon for that specific market.
+Added: Furthermore, we have experienced initial success in the unlicensed, 60 GHz, FWA market, and we believe we will be able to transfer all of our knowledge gained from the 60 GHz market to the 5G market.
+Added: However, this market opportunity is more competitive, and potential competitors, in addition to Qualcomm, include Mediatek and Samsung Electronics Co., Ltd., or Samsung.
+Added: The markets for our memory products are highly competitive.
We believe that the principal competitive factors are:
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DRAM solutions provide a significant amount of memory at competitive cost, but DRAM solutions do not have the required fast access and cycle times to enable high-performance.
−Removed: The DRAM solutions currently used in networking systems include RLDRAM from Micron Technology, Inc., or Micron, LLDRAM from Renesas, DDR from Samsung Electronics Co., Ltd., Micron and others, and HBM, which is stacked DRAM memory from Samsung Electronics Co.
−Removed: and SK Hynix.
+Added: The DRAM solutions currently used in networking systems include RLDRAM from Micron Technology, Inc., or Micron, LLDRAM from Renesas, DDR from Samsung, Micron and others, and HBM, which is stacked DRAM memory from Samsung and SK Hynix.
SRAM solutions can meet high-speed performance requirements, but often lack adequate memory size.
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Our Accelerator Engine ICs compete with embedded memory solutions, stand-alone memory ICs, including both DRAM and SRAM ICs, ASICs designed by customers in-house to meet their system requirements, and NPUs that use significant internal memory and customer-designed software to implement tasks.
−Removed: Our prospective customers may be unwilling to adopt and design-in our ICs due to the uncertainties and risks surrounding designing a new IC into their systems and relying on a supplier that has limited history of manufacturing such ICs and limited financial resources.
−Removed: In addition, our Accelerator Engine ICs require the customer and its other IC suppliers to implement our chip-to-chip communication protocol, the GCI interface.
−Removed: These parties may be unwilling to do this if they believe it could adversely impact their own future product developments or competitive advantages, or, if they believe it might complicate their development process or increase the cost of their products.
−Removed: To remain competitive, we believe we must provide unparalleled memory IC solutions with the highest bandwidth capability for our target markets, which solutions are engineered and built for high-reliability carrier and enterprise applications.
−Removed: Our LineSpeed PHY ICs compete with solutions offered by Broadcom Ltd., Inphi Corporation, M/A-COM Technology Solutions Holdings, Inc.
−Removed: and Semtech Corp., as well as other smaller analog signal processing companies.
−Removed: We also may compete with ASICs designed by customers in-house to meet their system requirements, as well as by optical module OEMs.
−Removed: The market for our LineSpeed products is highly competitive, and customers have a number of suppliers they can choose from.
−Removed: We must provide differentiated features with a reasonable IC power budget, while offering competitive pricing.
−Removed: To date, we have had limited success selling and marketing these products.
Manufacturing
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Our test vendors provide us with immediate test data and the ability to generate characterization reports that are made available to our customers.
−Removed: We have achieved ISO 9001:2015 certification, and all of our significant manufacturing vendors have also achieved ISO 9001 certification.
−Removed: As of December 31, 2020, we had 24 employees all of whom are located in the United States, consisting of 15 in research and development and manufacturing operations and 9 in sales, marketing and general and administrative functions.
+Added: As of December 31, 2021, we had 82 employees, including 22 located in the United States and 60 located in Canada.
+Added: Our headcount consists of 64 in research and development and manufacturing operations and 18 in sales, marketing and general and administrative functions.
Available Information
We were founded in 1991 and reincorporated in Delaware in 2000.
−Removed: Our website address is www.mosys.com.
+Added: Our website address is www.peraso.com.
The information in our website is not incorporated by reference into this report.
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Compared sentence by sentence after normalising whitespace, quotation marks, case and digits, so re-formatting and restated figures do not read as changed language. Wording changes appear as one removal and one addition. The current filing and the prior one are authoritative.