NewSolutions Architect JobotSolutions ArchitectSan Francisco, CA$180,000–$250,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. We are a fast-growing cybersecurity services company that helps organizations strengthen their security posture through innovative technology, expert consulting, and world-class service delivery.
NewData Platform Architect JobotData Platform ArchitectSan Jose, CA$160,000–$200,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. We step in as long-term partners, not just implementers, helping our customers get the most out of their investments through hands-on expertise, strong operational rigor, and a deep understanding of how great platforms should run.
NewSenior Lead Software Engineer - Developer Infrastructure KlaviyoSenior Lead Software Engineer - Developer InfrastructureSan Francisco, CA$216,000–$324,000 / yearIn addition to base salary, our total compensation package may include participation in the company’s annual cash bonus plan, variable compensation (OTE) for sales and customer success roles, equity, sign-on payments, and a comprehensive range of health, welfare, and wellbeing benefits based on eligibility. Platform Upgrades and Rollouts: Oversee and assist with the planning and seamless rollout of major software releases and updates, managing the entire lifecycle from design to deployment in production environments including significant individual contributions.
NewPrincipal AI Network Architect MicrosoftPrincipal AI Network ArchitectMountain View, CA$139,900–$274,800 / yearThere is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $188,000 - $304,200 per year. Join the Systems Planning and Architecture (SPARC) team within Microsoft’s Azure Hardware Systems and Infrastructure (AHSI) organization, the team behind Microsoft’s expanding Cloud Infrastructure and for powering Microsoft’s “Intelligent Cloud” mission.
NewPrincipal Silicon Performance Architect MicrosoftPrincipal Silicon Performance ArchitectMountain View, CA$163,000–$296,400 / yearYou’ll work at the intersection of silicon, systems, and software, partnering cross-functionally with chip and system architects, as well as inference software engineers to drive data-backed design decisions and deliver step-function improvements in throughput, latency, and efficiency. There is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $220,800 - $331,200 per year.
NewSenior AWS DevOps Engineer JobotSenior AWS DevOps EngineerMilpitas, CA$155,000–$165,000 / yearInformation collected and processed as part of your Jobot candidate profile, and any job applications, resumes, or other information you choose to submit is subject to Jobot's Privacy Policy, as well as the Jobot California Worker Privacy Notice and Jobot Notice Regarding Automated Employment Decision Tools which are available at jobot.com/legal. Our platform integrates with employers and payroll systems to provide real-time wage access and financial wellness tools that reduce reliance on payday loans, overdraft fees, and other costly alternatives.
NewProduct Marketing Manager - Sovereign Cloud MicrosoftProduct Marketing Manager - Sovereign CloudMountain View, CA$106,400–$203,600 / yearMasters Degree in Marketing, Computer Science, Business or related field AND 3+ years experience in product marketing, technical marketing, partner marketing, or technical sales for cloud, AI, security, or infrastructure products, including end-to-end launches and go-to-market executionOR Bachelors Degree in Marketing, Computer Science, Business or related field AND 5+ years experience in product marketing, technical marketing, partner marketing, or technical sales for cloud, AI, security, or infrastructure products, including end-to-end launches and go-to-market execution. You will play an important role in defining how Microsoft brings Sovereign solutions to market by establishing clear, AI informed customer and seller journeys, ensuring consistent messaging across channels, and evolving digital experiences to position Microsoft as the sovereign cloud of choice for AI driven development.
NewDirector, Field Sales Engineering SamsaraDirector, Field Sales EngineeringSan Jose, CARemoteYour team will play a critical role in translating early-stage product capabilities into clear, differentiated customer outcomes, influencing product direction through structured field feedback, and building repeatable technical sales plays that enable broader field adoption. In this role, you will partner closely with Sales, Product, Engineering, and Product Marketing to accelerate adoption of Samsara’s newest innovations and ensure we deliver exceptional technical value to customers — from early-stage introduction through scaled deployment.
NewPrincipal Product Manager - AI Security (CoreAI) MicrosoftPrincipal Product Manager - AI Security (CoreAI)Mountain View, CA$139,900–$274,800 / yearThere is a different range applicable to specific work locations, within the San Francisco Bay area and New York City metropolitan area, and the base pay range for this role in those locations is USD $188,000 - $304,200 per year. This includes integrating AI security capabilities with Microsoft’s broader security stack - including Microsoft Defender, Entra, Purview, and Azure AI Foundry - to deliver a comprehensive security platform for AI systems.
Infrastructure Architect F5 IncInfrastructure ArchitectCA$246,400–$369,600 / yearExternally, they collaborate with vendors regarding product roadmaps and emerging hardware and software requirements, while providing strategic guidance to supplier executives on industry trends and product strategies that deliver substantive value to F5 and the broader sector. Your artifacts are not limited to F5 infrastructure; instead, they take into account the wider internet landscape, considering factors such as connectivity strategies, regulatory changes, political conditions, disaster recovery, and high availability, as well as supply chains.
Principal Infrastructure Architect DigitalOcean LLCPrincipal Infrastructure ArchitectSan Francisco, CARemote$184,000–$231,000 / yearWhat You'll Be Doing: Defining and owning DigitalOcean''s hardware architectures for next-generation compute environments across our CPU, GPU, Storage, and Infrastructure Server SKU products, navigating shifts in technology, networking topologies, and AI/ML requirements. Architecting end-to-end storage topologies with vendor teams to support diverse workloads across performance, capacity, and archival tiers, moving from direct-attached to disaggregated and software-defined storage.
AI (Artificial Intelligence) Infrastructure Architect Lawrence Livermore National LaboratoryAI (Artificial Intelligence) Infrastructure ArchitectLivermore, CA$175,530–$222,564 / yearProven ability to collaborate effectively with customers, IT teams, developers, database administrators, systems administrators, and security professionals to design and deliver containerized infrastructures and services tailored to business objectives. Extensive experience in systems programming to develop, configure, monitor, and automate web applications, cloud services, containers, and COTS infrastructures to ensure high availability and robust security.
Data Center Infrastructure Architect Fluidstack LtdData Center Infrastructure ArchitectSan Francisco, CA$200,000–$300,000 / yearAbout the Role The DC Infrastructure Architect (Optical) is responsible for translating logical network topologies into a scalable, resilient, and cost-optimized optical and structured cabling design for hyper-scale data centers. This role owns the end-to-end physical implementation of the data center network (DCN), including fiber plant architecture, transceiver planning, and integration with structured cabling ecosystems.
Principal DevOps, SRE & Application Infrastructure Architect Artech LLCPrincipal DevOps, SRE & Application Infrastructure ArchitectSunnyvale, CA$40–$55 / hourExpertise in SQL/PL-SQL, GoldenGate, NoSQL databases (Cassandra, Couchbase, Redis), and transactional databases (Oracle, Postgres). The successful candidate will be responsible for designing, deploying, and optimizing secure environments and ensuring the reliability and performance of production systems.
Principal Release Infrastructure Architect NVIDIA CorpPrincipal Release Infrastructure ArchitectSanta Clara, CADefining and managing deployment, rollout, and incident-response models, including database migration strategies and clear on-call runbooks and continuously evaluating and incorporating emerging tools, frameworks, and patterns to improve the platform's capabilities. What you'll be doing: Managing the architecture of a full-stack release management platform, advancing it to accommodate multi-tenant, multi-environment systems across multiple hardware platforms.
NewSenior Release Infrastructure Architect NVIDIA CorpSenior Release Infrastructure ArchitectSanta Clara, CADefining and managing deployment, rollout, and incident-response models, including database migration strategies and clear on-call runbooks and continuously evaluating and incorporating emerging tools, frameworks, and patterns to improve the platform's capabilities. What you'll be doing: Managing the architecture of a full-stack release management platform, advancing it to accommodate multi-tenant, multi-environment systems across multiple hardware platforms.
Digital Infrastructure - Solution Architect Converge Technology Solutions, Corp.Digital Infrastructure - Solution ArchitectCARemoteThe ideal candidate brings strong consulting and technical expertise across enterprise networking, data center infrastructure, and cybersecurity technologies, with deep experience in HPE Aruba Networking and HPE Juniper Networking solutions. This position requires the ability to translate business requirements into technical architectures, develop solution designs, support customer presentations, and collaborate with delivery teams to ensure successful implementation.
Solutions Architect - Infrastructure DecagonSolutions Architect - InfrastructureSan Francisco, CaliforniaOur technology enables industry-defining enterprises like Avis Budget Group, Block’s Cash App and Square, Chime, Oura Health, and Hunter Douglas to deploy AI agents that power personalized, deeply satisfying interactions across voice, chat, email, SMS, and every other channel. You will act as a trusted advisor to enterprise prospects and customers, guiding them through complex, ambiguous deployment conversations—from containerization strategies to multi-cloud architectures—ensuring Decagon integrates seamlessly into their existing infrastructure while meeting security, compliance, and scalability requirements.
Senior System Architect, Infrastructure Reliability NVIDIA CorpSenior System Architect, Infrastructure ReliabilitySanta Clara, CAGPU Infrastructure Proficiency: Deep experience with the NVIDIA DCGM (Data Center GPU Manager) and NVIDIA Management Library (NVML) for monitoring device health and capturing state-dumps. What youll be doing: • Architect Failure Attribution Frameworks: Build a scalable "flight recorder" for EDA jobs that captures high-fidelity state across the CPU, GPU, and Fabric at the moment of failure.
Solutions Architect - Infrastructure Decagon AI, IncSolutions Architect - InfrastructureSan Francisco, CAOur technology enables industry-defining enterprises like Avis Budget Group, Block's Cash App and Square, Chime, Oura Health, and Hunter Douglas to deploy AI agents that power personalized, deeply satisfying interactions across voice, chat, email, SMS, and every other channel. You will act as a trusted advisor to enterprise prospects and customers, guiding them through complex, ambiguous deployment conversations-from containerization strategies to multi-cloud architectures-ensuring Decagon integrates seamlessly into their existing infrastructure while meeting security, compliance, and scalability requirements.
NewInfrastructure Architect Cloud Senior BluZincInfrastructure Architect Cloud SeniorSan Jose, CaliforniaNew versions of the application are being developed and these cloud versions would allow managed service providers to support multiple customers, allow enterprise customers to manage software through a single pane of glass across many locations, and support customers running in cloud environments like AWS and Azure. You will work with the Product Management organization to develop a cloud strategy and then work with the rest of the Engineering team to develop and implement an architecture and new management plane to fulfil that strategy.
People Systems Architect, Infrastructure & Analytics X Development LLCPeople Systems Architect, Infrastructure & AnalyticsMountain View, CATo give you a sense of the day-to-day, expect to spend roughly 30% of your time on product strategy and PRDs, 30% hands-on with SQL and data architecture, 15% coaching and managing a junior analyst, 15% writing operational scripts or triaging system updates, and 10% reserved for cross-functional People team projects. Data Architecture and SQL: Advanced proficiency in SQL (Google SQL preferred) with the proven ability to think deeply about data architecture, write highly complex queries, and structure disjointed datasets.
Data Center Infrastructure Architect FluidstackData Center Infrastructure ArchitectSan Francisco, CaliforniaSelect optics (400G/800G DR4, FR4, LR4, SR8, coherent DCI) by reach and loss budget, validate interoperability across vendors and generations, and maintain loss-budget and margin models for every link type. Collaborate with CSA, MEP, and construction teams on power, cooling, space, pathways, cabinets, and racks, and develop, read, and interpret construction drawings in Bluebeam, ACC, and Procore.
Senior Solutions Architect - Data Center Infrastructure NVIDIA CorpSenior Solutions Architect - Data Center InfrastructureCANVIDIA is seeking a hands-on, action-oriented Senior Solutions Architect to join our team, focused on the technical execution across engineering, product, and sales teams and support to achieve Hyperscaler-scale deployment for our groundbreaking data center products. This role requires a strong passion for system design and a successful history of engaging with customers on a deep technical level, preferably with direct datacenter knowledge and experience debugging datacenter platforms.
AI Architect, Partner Co-Innovation, Infrastructure Partnerships, Google Cloud Google LLCAI Architect, Partner Co-Innovation, Infrastructure Partnerships, Google CloudSunnyvale, CALead the end-to-end technical delivery and long-term strategic roadmaps with prioritized security partners, aligning internal cross-functional stakeholders with partner product visions to deliver integrated, best-in-breed third-party solutions. As the Global Partner Technical Lead for our Independent Software Vendor (ISV) Partnerships, you will be at the forefront of our global strategy, driving the success of our most critical high value and high growth partnerships.
Solutions Architect, AI Infrastructure (US – Remote) LavendoSolutions Architect, AI Infrastructure (US – Remote)San Francisco, CaliforniaRemoteTheir open-source AI Gateway is already trusted by Adobe, Netflix, Nvidia, and NASA — letting developers route 100+ LLM APIs through a single interface with cost tracking, guardrails, load balancing, and logging built in. You'll be the first dedicated Solutions Architect/Sales Engineer on a rocket ship — owning the full technical sales motion alongside AEs, with direct access to founders and product.
Principal Engineer - Product Portfolio and Infrastructure Roadmap Architect Hyve SolutionsPrincipal Engineer - Product Portfolio and Infrastructure Roadmap ArchitectFremont, CaliforniaThe individual will work closely with architecture, engineering, ecosystem partners, manufacturing, operations, and marketing teams to ensure Hyve’s infrastructure portfolio, platform capabilities, specifications, and technology direction are aligned with customer requirements, ecosystem roadmaps, deployment trends, and market opportunities. The position is responsible for defining, coordinating, and driving Hyve’s infrastructure product roadmap across server platforms, storage systems, AI systems, networking platforms, motherboards, chassis, and rack-scale infrastructure solutions.
Solutions Architect, AI Compute and Storage Infrastructure Solutions Hyve SolutionsSolutions Architect, AI Compute and Storage Infrastructure SolutionsFremont, CaliforniaThe Solutions Architect will work directly with hyperscalers, cloud providers, AI-native companies, and enterprise customers to define infrastructure solutions spanning compute, AI acceleration, storage, networking, rack integration, power, and cooling. The role focuses on early customer engagement, solution shaping, architectural definition, and strategic technical alignment ahead of formal productization and sales execution.
Solutions Architect - AI Infrastructure Prime IntellectSolutions Architect - AI InfrastructureSan Francisco, CaliforniaBeyond supporting individual accounts, this person will help define how Prime Intellect serves sophisticated technical customers: turning high-touch support and deployment work into repeatable processes, better tooling, and durable operational leverage. We recently raised $15mm in funding (total of $20mm raised) led by Founders Fund, with participation from Menlo Ventures and prominent angels including Andrej Karpathy, Tri Dao, Dylan Patel, Clem Delangue, Emad Mostaque, and others.
SOC Infrastructure IP System HW Architect Qualcomm IncSOC Infrastructure IP System HW ArchitectSanta Clara, CA$148,300–$222,500 / yearThe infrastructure IP Team consists of a multi-disciplinary group involved in the definition and design of SOC infrastructure HW components such as Interconnect (NOC), System Cache, Memory controllers, and System MMU that are implemented in all Qualcomm SoCs. General Summary: Qualcomm is a company of inventors that unlocked 5G ushering in an age of rapid acceleration in connectivity and new possibilities that will transform industries, create jobs, and enrich lives.
Senior Solutions Architect, AI Infrastructure NVIDIA CorpSenior Solutions Architect, AI InfrastructureSanta Clara, CAPractical knowledge of sophisticated networking for AI data centers, including, GPUs, CPUs, InfiniBand and Ethernet fabric topologies, PCIe, host networking and switches. What you'll be doing: Working with Cloud Providers and Hyperscalers to develop, build and deploy compute and networking solutions based on NVIDIA groundbreaking AI infrastructure hardware.
Solutions Architect, OEM AI Factory Infrastructure NVIDIA CorpSolutions Architect, OEM AI Factory InfrastructureSanta Clara, CAAbility and eagerness to dig into unfamiliar territories to take on problems relying on experience from previous work with data center infrastructure experience, from hardware up through technology stack. Our work encompasses MEP (Mechanical Electrical Plumbing), Ethernet and Infiniband networking, DevOps, HPC/AI workloads, Cluster Administration and Site Reliability Engineering.
Infrastructure Solutions Architect NVIDIA CorpInfrastructure Solutions ArchitectSanta Clara, CAWays to stand out from the crowd: Proven experience with large-scale datacenter rollouts and integration of solutions with NCP (NVIDIA Cloud Partner) platforms, including support for large-scale cloud deployment and the ability to scale production efficiently. Strong networking expertise across TCP/IP, RDMA, RoCE, NICs, and switches, with a solid understanding of CPU architecture and embedded Linux systems, APIs, and OS environments.
Principal Power Systems Architect, Quantum Infrastructure PsiQuantum CorpPrincipal Power Systems Architect, Quantum InfrastructurePalo Alto, CA$195,000–$220,000 / yearThis is a highly cross-functional role for someone who is equally comfortable discussing electrical noise, harmonic distortion, grounding, shielding, transformers, UPS modes, filters, conducted EMI, radiated EMI, and power quality with facilities teams, while also guiding electronics and hardware teams on grounding, AC-DC power conversion, and noise mitigation strategies at the equipment level. This role will define how utility power is brought into the building, conditioned, distributed, isolated, and grounded to support a large-scale quantum computing system with exceptionally demanding requirements for power integrity, harmonic control, conducted and radiated EMI mitigation, noise suppression, and system reliability.
NewSolutions Architect, Data Center Infrastructure - NVIS NVIDIA CorpSolutions Architect, Data Center Infrastructure - NVISSanta Clara, CAWorking experience in data center operations, or infrastructure management roles, focusing on large-scale data center deployments, with strong knowledge of the data center stack-power distribution, liquid cooling, servers, networking, storage, structured cabling (fiber and copper), and pre-deployment planning. What you will be doing: NVIS Datacenter Engineering and planning: Collaborate with other teams to plan and implement data center infrastructure solutions based on NVIDIA Datacenter reference architecture, including power distribution, cooling systems, network architecture, server hardware, and storage systems.
Principal Infrastructure Security Architect (CIO) Early Warning Services LLCPrincipal Infrastructure Security Architect (CIO)San Francisco, CA$184,000–$230,000 / 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). Leads efforts that document and present risks and security issues that could impact the confidentiality, integrity and/or availability of the business (both internally and externally) by assisting in documentation, tracking, and creating solutions for mitigation.
Solutions Architect - AI Infrastructure Prime Intellect IncSolutions Architect - AI InfrastructureSan Francisco, CABeyond supporting individual accounts, this person will help define how Prime Intellect serves sophisticated technical customers: turning high-touch support and deployment work into repeatable processes, better tooling, and durable operational leverage. We recently raised $15mm in funding (total of $20mm raised) led by Founders Fund, with participation from Menlo Ventures and prominent angels including Andrej Karpathy, Tri Dao, Dylan Patel, Clem Delangue, Emad Mostaque, and others.
Tech Lead / Architect, Global Traffic Infrastructure Beijing ByteDance Technology Co LtdTech Lead / Architect, Global Traffic InfrastructureSan Jose, CAEdge Networking & CDN Architecture: Solid understanding of CDN, live streaming, or RTC architectures; experience with global load balancing, Anycast, edge node placement, and cross-region traffic optimization. Cloud-Native Networking: Strong hands-on experience with Kubernetes networking, Ingress/Gateway (or Gateway API), and designing cloud-native networking platforms.
Solutions Architect, Infrastructure NVIDIA CorpSolutions Architect, InfrastructureSanta Clara, CA$152,000–$241,500 / yearAs part of the NVIDIA Solutions Architecture team, we navigate uncharted technical and organizational spaces - serving as the bridge between early platform readiness, cloud engineering teams, product strategy, and large-scale customer deployments. Proficiency with Linux systems tools for identifying issues and evaluating system performance, such as: dmesg, journalctl, lspci, numactl, ethtool, iostat, perf, nvidia-smi, top/htop, ipmitool, container-level tooling, and related utilities.
HPC Solution Architect - AI Infrastructure(S2S) Deloitte Touche Tohmatsu LtdHPC Solution Architect - AI Infrastructure(S2S)San Jose, CA$130,800–$241,000 / yearAs a Solution Architect on the Silicon2Service team in Deloitte's AI & Engineering practice, you will design and drive deployment of fully integrated architectures for GPU-accelerated AI factories and high-performance computing infrastructure in close partnership with Deloitte AI specialists and our ecosystem partners. Our purpose comes through in our work with clients that enables impact and value in their organizations, as well as through our own investments, commitments, and actions across areas that help drive positive outcomes for our communities.
Manager, Machine Learning Infrastructure - SIML Apple IncManager, Machine Learning Infrastructure - SIMLCupertino, CAIn this role you will lead a team responsible for building and operating infrastructure that enables large-scale data processing (terabytes and beyond) across domains such as image generation, large language models (LLMs), computer vision, natural language processing, human-computer interaction, and text recognition. As a leader, you will partner closely with cross-functional teams including ML researchers, product teams, and platform engineering to define roadmaps, align priorities, and deliver impactful solutions.
IT Infrastructure Manager Lyell Immunopharma IncIT Infrastructure ManagerSouth San Francisco, CA$175,000–$195,000 / yearConfigure and maintain on-premises server and network systems, including VMware vSphere clusters, Windows Server, Active Directory, and network platforms (Juniper, Cisco Meraki, Palo Alto Networks) spanning routing, switching, firewall policy, and segmentation. Own the configuration, administration, and governance of Lyell''s enterprise AI platforms - primarily Anthropic Claude - including user provisioning and access controls, workspace and policy configuration, integration with identity and collaboration systems, and usage monitoring, while partnering with compliance teams to ensure responsible, audit-ready use that meets the company''s data-protection and regulatory requirements.
IT Group Director - Infrastructure Cadence Design Systems IncIT Group Director - InfrastructureSan Jose, CA$185,500–$344,500 / yearLead the global, mission-critical infrastructure that powers Cadences EDA tools development, enables customers to design and verify the worlds most advanced semiconductors faster and more reliably. Lead and develop global Linux/Unix engineering teams responsible for platform stability, performance optimization, and availability across Cadences full EDA tool suite.
Senior Director, Infrastructure Architecture & Engineering Five9 IncSenior Director, Infrastructure Architecture & EngineeringCARemote$135,900–$448,300 / yearA personnel evaluation and a product roadmap, written like a software roadmap and not an architecture deck, that shows how Five9 moves toward an Internal Developer Platform with paved roads, self-service, and end-to-end pipelines, sequenced against budget and the work that's already running. Establish scalable operational and engineering practices including SLOs, incident escalation response, change management, on-call health, runbooks, post-incident corrective actions, ADRs, code reviews, and shared ownership models.
Senior Manager, Network Engineering & Infrastructure Zoox IncSenior Manager, Network Engineering & InfrastructureFoster City, CA$272,000–$327,000 / yearExperience: 10+ years of progressive experience in network administration/engineering, with at least 5+ years in a senior management or leadership role overseeing complex, multi-site network environments. A successful candidate will possess strong project management, vendor management, and organizational skills, with deep experience scaling network capacity to meet critical business deadlines.
Product Manager - Network Infrastructure Advanced Micro Devices, IncProduct Manager - Network InfrastructureSanta Clara, CaliforniaPartner with engineering teams to define and deliver networking architectures that support modern infrastructure use cases (datacenter, cloud, AI/ML, or HPC environments). Join AMD’s Technical Product Management team to define and deliver next-generation networking infrastructure that powers high-performance computing and advanced data center platforms.
Data Center DCIM Program Lead - Infrastructure Operations Cloudflare IncData Center DCIM Program Lead - Infrastructure OperationsSan Francisco, CATechnical Integration Leader: Support the complex, bi-directional API/database integration between Nlyte and core enterprise systems (ERP, CMDB, etc) to automate asset management and trigger workflow requests. Capacity Strategy: Partner with the DCIM Analyst and our Capacity Planning team to develop forward-looking capacity models, ensuring resource availability and optimization for new services like Workers AI and R2.