Senior Collaboration Architect LiveRamp Holdings IncSenior Collaboration ArchitectSan Francisco, CA$120,500–$217,500 / yearHundreds of global innovators, from iconic consumer brands and tech giants to banks, retailers, and healthcare leaders turn to LiveRamp to build enduring brand and business value by deepening customer engagement and loyalty, activating new partnerships, and maximizing the value of their first-party data while staying on the forefront of rapidly evolving compliance and privacy requirements. Our customers include some of the most data-rich, strategically important organizations in the world: companies like Uber, TikTok, Microsoft, NBCU, and a growing roster of Commerce Media Networks and major publishers who are building the next generation of audience and measurement products.
Principal GPU Memory Architect NVIDIA CorpPrincipal GPU Memory ArchitectSanta Clara, CA$272,000–$431,250 / yearNVIDIA is seeking a world-class computer architect to contribute to the development of future high-performance computing systems, with a focus on enhancing the power-constrained performance of the hardware. Ideal candidates will have a strong track record of understanding and analyzing memory systems architecture to improve performance per watt (perf/W) and performance per millimeter (perf/mm).
SoC Product Architect, Memory Ecosystem NVIDIA CorpSoC Product Architect, Memory EcosystemSanta Clara, CAAs a Senior SoC Product Architect, Memory Ecosystem, you will drive NVIDIA's external memory ecosystem across DRAM and non‑volatile flash, working with major memory vendors to align roadmaps, co‑innovate new technologies, and ensure our SoC portfolio delivers industry‑leading bandwidth, latency, power, and cost. Deep understanding of modern DRAM technologies (e.g., DDR, LPDDR, GDDR, HBM) and non‑volatile memories (e.g., NAND flash, managed NAND/SSD), including key tradeoffs in bandwidth, latency, power, capacity, packaging, and reliability.
Alibaba Cloud Intelligence-Solution Architect-Gaming and Media Alibaba Group Holding LtdAlibaba Cloud Intelligence-Solution Architect-Gaming and MediaSunnyvale, CA$132,000–$216,000 / year8+ years designing scalable cloud infrastructures-including databases (relational/NoSQL), big data, CDNs, and low-latency networks-with deep knowledge of digital media workflows (post-production, encoding, DRM, live streaming, and content delivery). About the Role As a Solutions Architect at Alibaba Cloud, you will partner closely with our sales and business development teams to drive customer success and exceed business goals through the strategic adoption of Alibaba Cloud services-including our industry-leading AI, data analytics, and cloud infrastructure solutions.
CPU Performance Architect NVIDIA CorpCPU Performance ArchitectSanta Clara, CAProven track record of CPU microarchitectural innovation across areas such as Front End CPU Uarch, Midcore CPU Uarch, and Memory Subsystem CPU Uarch. An era in which our GPU acts as the brains of computers, robots, and self-driving cars that can understand the world.
Micro-architect/Logic Designer, Coherent Interconnect Samsung Electronics America IncMicro-architect/Logic Designer, Coherent InterconnectSan Jose, CA$151,000–$251,800 / yearAt Samsung Austin Research and Development Center (SARC) and Advanced Computing Lab (ACL), we are building a center of excellence for Intellectual Property (IP) that is applied to high-performance computing devices consumed by millions of people around the world. With architecture scalability at the frontier of our design focus, our performance- and power-optimized IP solution gets integrated into complex semiconductor products, aiming to reach multiple market segments.
High-Speed Interconnect Architect NVIDIA CorpHigh-Speed Interconnect ArchitectSanta Clara, CAThis is a great opportunity to develop deep expertise in high-speed cable and connector engineering (100Gbps per lane) alongside some of the best engineers in the industry. Today, we're tapping into the unlimited potential of AI to define the next era of computing - an era powered by GPUs at the heart of computers, robots, and self-driving cars.
Principal Solutions Architect - Semiconductor Test NVIDIA CorpPrincipal Solutions Architect - Semiconductor TestSanta Clara, CAYou will partner closely with development, process, product engineering, and manufacturing teams across sites to ensure our test strategy scales with increasingly complex device portfolios. Extensive knowledge in at least three of the following areas: ATE platform architecture, test program development, DFT methodology, yield analysis, or test data/ML analytics.
Senior GPU Functional Modeling Architect NVIDIA CorpSenior GPU Functional Modeling ArchitectSanta Clara, CAWhat we need to see: • BS, MS, PhD or equivalent experience in Computer Science, Electrical Engineering, Computer Engineering, or a related field • with 5+ years of experience in related areas • Proficient programming skills in C++, C, and scripting languages such as Python or Perl • Solid background in Computer Architecture with experience in modeling (System C & TLM preferred) • Proficiency in Python and ML frameworks like PyTorch, TensorFlow, and LangChain • Strong problem-solving and debugging skills, with a track record of driving issues to closure • Effective communication and interpersonal skills, with the ability to work successfully in a distributed team environment • Strong collaboration skills with design and engineering teams. What you'll be doing: • Modeling of GPU architecture, baseboard components and other features • Work in a matrixed environment, across the different modeling teams, to document, design, develop tools to analyze and simulate, validate and verify models • Familiarize with different functional and performance simulation models across Nvidia and work through modeling features • Develop tests, test plans and testing infrastructure for new architectures/ features • Guide the improvement of the simulation platform and expand other resources to support future GPU architectures • Develop or use AI to help with day-to-day tasks.
Senior Cache Coherency Architect NVIDIA CorpSenior Cache Coherency ArchitectSanta Clara, CAThe base salary range is 152,000 USD - 241,500 USD for Level 3, and 184,000 USD - 287,500 USD for Level 4. You will also be eligible for equity and benefits. In this role, you will contribute to the architecture of cache-coherent interconnect and cache subsystems, including architecture definition, modeling, and implementation.
Signal Integrity Architect - System & IO Architecture Micron Technology IncSignal Integrity Architect - System & IO ArchitectureSan Jose, CA$177,000–$387,000 / yearFraud alert: Micron advises job seekers to be cautious of unsolicited job offers and to verify the authenticity of any communication claiming to be from Micron by checking the official Micron careers website in the About Micron Technology, Inc. Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever.
NewStaff Cloud Solutions Architect (Memory & Storage) Micron Technology, Inc.Staff Cloud Solutions Architect (Memory & Storage)San Jose, CAMicron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever. We work directly with the world's most advanced cloud and enterprise customers, helping them solve real system-level challenges using cutting-edge memory and storage technologies.
Principal Electrical Engineering Architect Seer Inc.Principal Electrical Engineering ArchitectRedwood City, CA$175,000–$205,000 / yearYou will be responsible for architecting systems that demand extreme precision, stability, and immunity to noise, ensuring optimal ion beam fidelity for advanced analytical workflows, including liquid chromatography-mass spectrometry (LCMS). Engineer component-level solutions to minimize electronic noise, voltage ripple, and thermal drift that negatively impact ion beam trajectories, mass resolution, and mass accuracy.
Senior Solutions Architect, ODM Support NvidiaSenior Solutions Architect, ODM SupportSanta Clara, CAThis role works across NVIDIA architecture, engineering, program, account, and partner-facing teams to align platform requirements, integration strategy, validation criteria, launch readiness, and escalation paths for current and next-generation accelerated computing platforms. Provide architectural guidance for ODM rack integration workflows, including system configuration, integration readiness, validation planning, issue triage, partner technical alignment, and transition from NPI through production ramp.
Sr. Principal Data Center Solutions Architect Micron Technology, Inc.Sr. Principal Data Center Solutions ArchitectSan Jose, CA$148,000–$308,000 / yearPrincipal Solutions Architect for Network Interconnect Technology, you will play a critical role in defining how Micron's memory and storage technologies connect, scale, and deliver value in next-generation AI and datacenter systems. Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever.
Principal Solution Architect, Professional Services - Finance Anaplan IncPrincipal Solution Architect, Professional Services - FinanceSan Francisco, CARemote$171,000–$232,000 / yearThis is not a typical implementation role, it's a consulting-led position where you will shape strategy, influence executives, solve complex business challenges, and deliver enterprise planning solutions that drive measurable business value. You will support Anaplan commercial and product activities illustrating expertise in Anaplan Applications and Platform working directly with AE's, Pre-sales, Professional Services sales and product leads.
Principal Performance and Manufacturing Architect NVIDIA CorpPrincipal Performance and Manufacturing ArchitectSanta Clara, CANVIDIA's Silicon Co-Design Group sits at the crossroads of architecture, silicon, systems, and manufacturing, where first-principles thinking and engineering judgment at the highest level translate directly into product outcomes at scale. Specify ATE and SLT voltage, frequency, and timing conditions that capture worst-case transient VF windows - making it unambiguous whether a marginal defect or timing violation is detected or escapes at every manufacturing stage.
Senior Architect, SOC Modeling NVIDIA CorpSenior Architect, SOC ModelingSanta Clara, CANVIDIA Architecture Modeling group is looking for Architects, Functional Modeling Engineers, and Simulation experts to join various architecture efforts across GPU/ SOC Architecture teams. What we need to see: Master's or PhD in Computer Science, Electrical Engineering, Computer Engineering, or a related relevant field (or equivalent experience) with 5+ years of relevant work experience.
Architect III - West Region CRB Group, Inc.Architect III - West RegionEmeryville, CAThis role offers the opportunity to work on projects at varying scales and levels of complexity, engaging in all phases of design such as feasibility studies, conceptual design, design development, detailed documentation, and construction administration. This position requires close collaboration with internal architectural, engineering, and construction partners to ensure coordinated, constructible, and well-documented designs from concept through completion.
Senior System Architect - LPU Platform Pathfinding NVIDIA CorpSenior System Architect - LPU Platform PathfindingSanta Clara, CA$184,000–$287,500 / yearWhat you will be doing: In this role, you will help shape how our accelerators integrate at rack and system level, working with mechanical, electrical, SI/PI, networking, and data center teams to deliver high-performance, reliable AI platforms. Collaborate with mechanical, electrical, SI/PI, networking, firmware, and data center operations teams to converge on practical architectures and execution plans.
Principal CPU Performance Architect NvidiaPrincipal CPU Performance ArchitectSanta Clara, CAProven track record of CPU microarchitectural innovation across areas such as Front End CPU Uarch, Midcore CPU Uarch, and Memory Subsystem CPU Uarch. An era in which our GPU acts as the brains of computers, robots, and self-driving cars that can understand the world.
Senior Performance Architect - Heterogeneous Workload Optimization NvidiaSenior Performance Architect - Heterogeneous Workload OptimizationSanta Clara, CAWhat you'll be doing: Architecting and maintaining custom profiling frameworks that provide a unified view of execution across CPU (multi-core/multi-socket) and GPU (multi-node/NVLink) environments. Developing tools to monitor and attribute high-watermark memory usage in multi-terabyte EDA builds, finding opportunities for data structure compression or smarter memory pooling.
EDA Methodology Architect NvidiaEDA Methodology ArchitectSanta Clara, CADefining and rolling out next‑gen flows, including refactoring legacy flows and consolidating ad‑hoc solutions into scalable, maintainable frameworks used across multiple design teams. What you'll be doing: Working directly with core P&R engine developers to define real‑world optimization problems, shape requirements and roadmaps, and provide detailed feedback on engine behavior, QoR, and scalability.
Distinguished Architect, AI DatadogDistinguished Architect, AISan Francisco, CA$330,000–$440,000 / yearPresentations: Lead deep-dive architecture reviews and design engagements with customer teams and their leaders to share industry trends, best practices, and demonstrate how Datadog can support high-throughput hyper scale AI workloads. Datadog is expanding the Technical Solutions (TS) organization by seeking a customer-focused, deeply technical Distinguished Architect to join our Product Solutions Architecture (PSA) team.
Senior Solutions Architect – West Coast (US) TalentCloud GroupSenior Solutions Architect – West Coast (US)San Francisco, CaliforniaThis role is ideal for someone who combines deep technical expertise with strong customer engagement skills — someone who enjoys solving complex distributed systems challenges while guiding customers toward successful outcomes. To support their expanding customer base, were looking for a Senior Solutions Architect to join the technical sales organization and help customers design, deploy, and scale next‑generation search and AI systems.
NewSenior System and Manufacturing CoDesign Architect - Power, Thermal and Packaging NVIDIA CorpSenior System and Manufacturing CoDesign Architect - Power, Thermal and PackagingSanta Clara, CAWhat you'll be doing: Power, Thermal & Packaging Limits Analysis: Gather and analyze the hard constraints of packaging, power delivery, and thermal dissipation against roadmap demands, predicting when those constraints will reduce competitiveness and acting before they do. System-Manufacturing Co-Design: Drive improvements in product performance, performance-per-watt, and provisioning efficiency through system-manufacturing co-design, with the scope to follow the work wherever the highest-impact opportunities lead, whether that's power, thermal, or adjacent domains.
Networking Architect NvidiaNetworking ArchitectSanta Clara, CAWe have some of the most forward-thinking and hardworking people in the world working for us and, due to unprecedented growth, our outstanding engineering teams are rapidly growing. What you'll be doing: This role requires an active part in research and development of networking solutions to enable the next generation of accelerated data centers.
System Architect NvidiaSystem ArchitectSanta Clara, CAWe are looking for a Systems Architect to lead and drive power solutions for NVIDIA products, ensuring reliable solutions for the short-term engineering designs and developing new power solutions for the long-term roadmap. Share technical learnings and progress in regular team meetings, conduct deep-dive sessions with vendors and partners, and stay current with industry trends and innovations.
Senior Hardware Systems Architect - LPU NvidiaSenior Hardware Systems Architect - LPUSanta Clara, CAWhat you will be doing: In this role you will help shape how our accelerators integrate at rack and system level, working with mechanical, electrical, SI/PI, networking, and data center teams to deliver high-performance, reliable AI platforms. Collaborate with mechanical, electrical, SI/PI, networking, firmware, and data center operations teams to converge on practical architectures and execution plans.
Cloud Solutions Architect (AWS / Azure / GCP) eTeam Inc.Cloud Solutions Architect (AWS / Azure / GCP)San Jose, CADevelop innovative approaches to solve complex technical problems, utilizing deep technical expertise in cloud platforms such as AWS, Azure, or GCP.Lead technical efforts across multiple projects, providing direction, mentoring, and expertise to ensure successful delivery. Architect, design, and implement cloudbased solutions tailored to the needs of missioncritical applications, ensuring scalability, reliability, and security.
NewSenior System And Manufacturing Codesign Architect - Power, Thermal And Packaging NvidiaSenior System And Manufacturing Codesign Architect - Power, Thermal And PackagingSanta Clara, CAWhat you'll be doing: Power, Thermal & Packaging Limits Analysis: Gather and analyze the hard constraints of packaging, power delivery, and thermal dissipation against roadmap demands, predicting when those constraints will reduce competitiveness and acting before they do. System-Manufacturing Co-Design: Drive improvements in product performance, performance-per-watt, and provisioning efficiency through system-manufacturing co-design, with the scope to follow the work wherever the highest-impact opportunities lead, whether that's power, thermal, or adjacent domains.
Principal Product Architect Micron Technology, Inc.Principal Product ArchitectSan Jose, CA$135,000–$286,000 / yearFraud alert: Micron advises job seekers to be cautious of unsolicited job offers and to verify the authenticity of any communication claiming to be from Micron by checking the official Micron careers website in the About Micron Technology, Inc. Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever.
Soc Product Architect Low Power Soc NvidiaSoc Product Architect Low Power SocSanta Clara, CAYou will own concept-to-product architecture decisions - balancing power, performance, and area - while partnering across CPU, GPU, memory, and IO teams to resolve system-level trade-offs and acting as the technical interface for product requirements and customer feedback. Work with DL teams for evaluating and crafting workloads for low power - mapping tasks to constrained hardware; define optimization opportunities in partnership with Nvidia's DL team.
Senior Architect, Simulation Kernel Modelling NVIDIA CorpSenior Architect, Simulation Kernel ModellingSanta Clara, CAStrong programming skills in C++ and C, coupled with a solid understanding of build systems (CMAKE, make), toolchains (GCC, MSVC), and libraries (STL, BOOST). A Bachelor's Degree (or equivalent experience) in Computer Science, Electrical Engineering, Computer Engineering, or a related field, along with 10+ years of relevant work experience.
Senior GPU Architect, Performance and Scalability NVIDIA CorpSenior GPU Architect, Performance and ScalabilitySanta Clara, CADevelop and enhance chip design infrastructure, including functional models and yield simulators, testbench components and analysis tools, to evaluate configurations under different constraints. Document architecture specifications; work with ASIC design, software, and VLSI teams to review and explore trade-offs, define solutions, and track progress.
AI Engineering Tech Lead / Architect FarosAI Engineering Tech Lead / ArchitectSan Mateo, CaliforniaWe help engineering organizations understand the impact of AI on software delivery while providing the operational context that enables AI agents to operate with greater accuracy, relevance, and trust in complex enterprise environments. This includes designing the operational context, evaluation frameworks, and feedback loops that allow agents to reason over real engineering workflows, measure the quality and impact of their actions, and continuously improve over time.
Senior Memory System Architect NVIDIA CorpSenior Memory System ArchitectSanta Clara, CAWhat You Will Be Doing: Driving development of architecture and micro-architecture to improve the state-of-the-art in memory systems optimizing along the axes of performance, power efficiency, complexity, area, effort, and schedule. This team drives memory system architecture in NVIDIA's world changing SOCs for deep-learning, autonomous vehicles and robotics, mobile systems, server systems, and gaming.
Principal Architect - QuantumBlack, AI by McKinsey McKinsey & Co IncPrincipal Architect - QuantumBlack, AI by McKinseySan Francisco, CAYou will design and build scalable, production-grade solutions, spanning data pipelines, machine learning models, and modern application layers, seamlessly integrating them into client ecosystems to address complex business challenges and drive measurable impact. By combining your technical expertise, consulting acumen, and ability to lead high-impact engagements, you will help clients solve their most pressing challenges and contribute to McKinsey's reputation for delivering innovative, technology-driven solutions.
Sr. Infrastructure Security Architect (Cio) Early Warning Services, LLCSr. Infrastructure Security Architect (Cio)San Francisco, CA$160,000–$200,000 / yearEarly Warning Services takes into consideration a variety of factors when determining a competitive salary offer, including, but not limited to, the job scope, market rates and geographic location of a position, candidate's education, experience, training, and specialized skills or certification(s) in relation to the job requirements and compared with internal equity (peers). Works with architecture teams to ensure that all newly developed and legacy infrastructure implementations are in line with security policy and are compliance to the required frameworks (ISO, PCI, NIST 800-53, etc.).
AI Engineering Architect - Agentic AI & Digital Engineering KLA CorpAI Engineering Architect - Agentic AI & Digital EngineeringMilpitas, CADoctorate (Academic) Degree and related work experience of 5 years; Masters Level Degree and related work experience of 8 years; Bachelors Level Degree and related work experience of 12 years. Actual pay depends on several factors, including state minimum pay wage rates, location, job-related skills, experience, and relevant education level or training.
AI Solution Architect, YouTube Marketing Google LLCAI Solution Architect, YouTube MarketingSan Bruno, CAOperating with a high degree of independence, you will bypass traditional, slow-moving development cycles by utilizing AI-assisted development (vibe coding) and low-code solutions to prove value instantly. Bridge technical gaps across Product, Engineering, and Marketing, seamlessly transitioning agile prototypes into scalable, enterprise-grade production systems.
Software Architect psudoSoftware ArchitectSan Francisco, CaliforniaExperience with Architectural patterns for High Availability, Performance, Scale Out architecture, Disaster Recovery, Security Architecture Knowledge of cloud based architectures, deployment and operational aspects of Amazon Web Services cloud is a plus. You will work closely with other partners such as, product and marketing managers, designers, and other software engineers to develop new product offerings and improve efficiency of the solution.
Technical Architect - Banking & Payments Deloitte Touche Tohmatsu LtdTechnical Architect - Banking & PaymentsSan Francisco, CA$148,200–$292,300 / yearAs a Technical Architect on the Banking and Capital Markets team, focusing on Commercial Banking, Retail Banking and Payments, you will be responsible for: Leading technical architecture and solution design for commercial banking, retail banking, and payments engagements. Deloitte's unique strength lies in our deep industry experience and capability to align comprehensive resources across Audit & Assurance, Tax, and Consultative Offerings-supporting clients to drive strategic transformation and sustainable growth.
Applied AI Architect, Commercial AnthropicApplied AI Architect, CommercialSan Francisco, CAAbout the role: As an Applied AI team member at Anthropic, you will be a Pre-Sales architect focused on becoming a trusted technical advisor helping customers understand the value of Claude and paint the vision on how they can successfully integrate and deploy Claude into their technology stack. This research continues many of the directions our team worked on prior to Anthropic, including: GPT-3, Circuit-Based Interpretability, Multimodal Neurons, Scaling Laws, AI & Compute, Concrete Problems in AI Safety, and Learning from Human Preferences.
Architect, Digital Signal Processing, Google Cloud GoogleArchitect, Digital Signal Processing, Google CloudSunnyvale, CAFull timeFrom software to hardware our teams are shaping the future of world-leading hyperscale computing, with key teams working on the development of our TPUs, Vertex AI for Google Cloud, Google Global Networking, Data Center operations, systems research, and much more. Architect, design, and implement Digital Signal Processing (DSP) algorithms for high-speed optical communication systems, while driving the long-term technical roadmap for signal processing and communication architectures by staying current with academic and industry trends.
AI Partner Ecosystem Acceleration & Strategic Alliance Architect HireNow StaffingAI Partner Ecosystem Acceleration & Strategic Alliance ArchitectSan Francisco, CaliforniaRemoteThis fully remote leadership opportunity is ideal for an experienced ecosystem builder who thrives at launching strategic partnerships, expanding developer communities, and accelerating enterprise adoption across the North American AI technology market. HireNow Staffing is recruiting an AI Partner Ecosystem Acceleration & Strategic Alliance Architect who demonstrates the following: Possesses at least five years of technology ecosystem, strategic partnership, channel development, or Developer Relations leadership experience.
Space Mission Architect, D2D Communications SkyloSpace Mission Architect, D2D CommunicationsMountain View, CA$255,000–$270,000 / yearSkylo's direct-to-device service is now live on millions of activated devices across five continents, with more than 60 million square kilometers of coverage, in partnership with multiple satellite operators, mobile network operators (MNOs), Tier-1 chipset makers, and OEMs. Our direct-to-device service is live on millions of activated devices across five continents, covering more than 72 million square kilometers, in partnership with leading satellite operators, mobile network operators, Tier-1 chipset makers, and OEMs worldwide.
ARCHITECT/ENGINEER (ACCELERATED HIRE) United States Air ForceARCHITECT/ENGINEER (ACCELERATED HIRE)CA$89,068–$115,793 / yearSpecified academic courses -- Successful completion of at least 60 semester hours of courses in the physical, mathematical, and engineering sciences and that included the courses specified in the basic requirements under paragraph A. The courses must be fully acceptable toward meeting the requirements of an engineering program as described in paragraph A. Related curriculum -- Successful completion of a curriculum leading to a bachelors degree in an appropriate scientific field, e.g., engineering technology, physics, chemistry, architecture, computer science, mathematics, hydrology, or geology, may be accepted in lieu of a bachelors degree in engineering, provided the applicant has had at least 1 year of professional engineering experience acquired under professional engineering supervision and guidance. Foreign Education: If you are using education completed in foreign colleges or universities to meet the qualification requirements, you must show that the education credentials have been evaluated by a private organization that specializes in interpretation of foreign education programs and such education has been deemed equivalent to that gained in an accredited U.S. education program; or full credit has been given for the courses at a U.S. accredited college or university.
Solutions Architect Andromeda ClusterSolutions ArchitectSan Francisco, CaliforniaRemoteDesign cluster and workload architectures that map to business outcomes: time-to-first-token, tokens/sec, MFU, cost per training run, reliability targets. You run the technical discovery and the POC that wins the deal, then you're the person who lands the cluster, gets the first real training run through it, and stays the technical owner as the account grows.
Machine Learning Architect - Conversational Speech Apple IncMachine Learning Architect - Conversational SpeechCupertino, CAOur mission is to build cutting-edge infrastructure, datasets, and models that empower Siri conversational AI, dictation, and speech-enabled Apple Intelligence features across natural language understanding, dialog generation, speech recognition, and multimodal interaction. You will evaluate emerging research and industry trends-including advances in large language models, multimodal architectures, and full-duplex natural conversational systems-and translate them into actionable roadmaps.