Strong Compute jobs

Principal Algorithms Engineer USA CA - Irvine Laguna Canyon posted: Posted 30+ Days Ago

Computer Vision Research Engineer - Apple Maps 3D Vision Team Cupertino, United States of America Apple is where individual imaginations gather together, committing to the values that lead to great work. Every new product we build, service we create, or Apple Store experience we deliver is the result of us making each other's ideas stronger. That happens because every one of us shares a belief that we can make something wonderful and share it with the world, changing lives for the better. It's the diversity of our people and their thinking that inspires the innovation that runs through everything we do. When we bring everybody in, we can do the best work of our lives. Here, you'll do more than join something - you'll add something. We at the 3D Vision team at Apple Maps are looking for the very best talent to join our team of computer vision and machine learning experts. With us, you will be working on ground breaking technology by researching and developing new methods and algorithms deployed on a global scale. As part of this team you would be working on extremely large data sets of different modalities, collected by various moving platforms, including aerial, satellite, and ground. You need to have a strong curiosity about tackling and solving new real-world problems. You would join a team of fast paced and pragmatic problem solvers that are tackling the toughest problems in the field by developing new innovative technology. You will be a part of a

Staff Engineer, CPU Core Verification Bengaluru, Karnataka, India Tenstorrent is leading the industry on cutting-edge AI technology, revolutionizing performance expectations, ease of use, and cost efficiency. With AI redefining the computing paradigm, solutions must evolve to unify innovations in software models, compilers, platforms, networking, and semiconductors. Our diverse team of technologists have developed a high performance RISC-V CPU from scratch, and share a passion for AI and a deep desire to build the best AI platform possible. We value collaboration, curiosity, and a commitment to solving hard problems. We are growing our team and looking for contributors of all seniorities. At Tenstorrent, we build open, state of the art compute for real workloads and real developers.You will own CPU core‑level verification, shaping how our out‑of‑order RISC‑V CPUs behave in silicon. This role is hybrid, based out of Bangalore, India. We welcome candidates at various experience levels for this role. During the interview process, candidates will be assessed for the appropriate level, and offers will align with that level, which may differ from the one in this posting. Who You Are - You bring 8+ years in CPU verification or closely related digital design. - You know high‑performance out‑of‑order CPU microarchitecture in depth. - You work comfortably with RTL, waveforms, logs, and complex debug scenarios. - You communicate clearly across design, DV, emulation, and post‑silicon teams. What We Need - Plan and drive functional verification for CPU core features and complex microarchitectural scenarios. - Develop UVM, assembly, and C/C++ based stimulus,

Analyst - Computer Software Validation Croatia - Zagreb Veeva Systems is a mission-driven organization and pioneer in industry cloud, helping life sciences companies bring therapies to patients faster. As one of the fastest-growing SaaS companies in history, we surpassed $3B in revenue in our last fiscal year with extensive growth potential ahead. At the heart of Veeva are our values: Do the Right Thing, Customer Success, Employee Success, and Speed. We're not just any public company - we made history in 2021 by becoming a public benefit corporation (PBC), legally bound to balancing the interests of customers, employees, society, and investors. As a Work Anywhere company, we support your flexibility to work from home or in the office, so you can thrive in your ideal environment. Join us in transforming the life sciences industry, committed to making a positive impact on its customers, employees, and communities. The Role We are looking for a Computer Software Validation (CSV) professional with a specialty in clinical trial software. This role would give you the opportunity to work on a leading solution in Randomization and Trial Supply Management (RTSM) software. To excel in this role, you will require strong technical writing capabilities and the ability to simplify complex topics. As a member of the RTSM team, you will work closely with Development and Project Management teams to support customer RTSM implementations in a fast-paced environment. You will use your expertise to take ownership of the validation process for assigned projects and play an important

Software Engineer, Accelerators San Francisco, California, United States About the Team The Kernels team at OpenAI builds the low-level software that accelerates our most ambitious AI research. We work at the boundary of hardware and software, developing high-performance kernels, distributed system optimizations, and runtime improvements to make large-scale training and inference more efficient. Our work enables OpenAI to push the limits by ensuring models - from LLMs to recommender systems - to run reliably on advanced supercomputing platforms. That includes adapting our software stack to new types of accelerators, tuning system performance end-to-end, and removing bottlenecks across every layer of the stack. About the Role On the Accelerators team, you will help OpenAI evaluate and bring up new compute platforms that can support large-scale AI training and inference. Your work will range from prototyping system software on new accelerators to enabling performance optimizations across our AI workloads. You'll work across the stack, collaborating with both hardware and software aspects - working on kernels, sharding strategies, scaling across distributed systems, and performance modeling. You'll help adapt OpenAI's software stack to non-traditional hardware and drive efficiency improvements in core AI workloads. This is not a compiler-focused role, rather bridging ML algorithms with system performance - especially at scale. In this role, you will: - Prototype and enable OpenAI's AI software stack on new, exploratory accelerator platforms. - Optimize large-scale model performance (LLMs, recommender systems, distributed AI workloads) for diverse hardware environments. - Develop kernels, sharding mechanisms, and system scaling strategies tailored to

Staff Software Development Engineer Pune, MH, IN Lattice Overview There is energy here…energy you can feel crackling at any of our international locations. It's an energy generated by enthusiasm for our work, for our teams, for our results, and for our customers. Lattice is a worldwide community of engineers, designers, and manufacturing operations specialists in partnership with world-class sales, marketing, and support teams, who are developing programmable logic solutions that are changing the industry. Our focus is on R&D, product innovation, and customer service, and to that focus, we bring total commitment and a keenly sharp competitive personality.Energy feeds on energy. If you flourish in a fast paced, results-oriented environment, if you want to achieve individual success within a “team first” organization, and if you believe you can contribute and succeed in a demanding yet collegial atmosphere, then Lattice may well be just what you're looking for. Responsibilities & Skills Accountabilities: Hands-on experience to Compute (HPC) Cluster management and scheduling software i.e. LSF (Load Sharing Facility, from IBM/Platform Computing). Public multi-cloud and private cloud administration Hands-on experience on ETX, VNC or EOD display solution HW revision control and release tool management Compute, Storage, Licenses, Archive, Disaster recovery, Remote Desktop Innovate around GenAI applications and productivity automation. Adopt best-in-class methodologies and improve Lattice's capabilities where needed. Develop strong

Senior Machine Learning Engineer India (Remote) | [Remote] | Remote

Software Engineer, AI Compiler Austin, Texas, United States Tenstorrent is leading the industry on cutting-edge AI technology, revolutionizing performance expectations, ease of use, and cost efficiency. With AI redefining the computing paradigm, solutions must evolve to unify innovations in software models, compilers, platforms, networking, and semiconductors. Our diverse team of technologists have developed a high performance RISC-V CPU from scratch, and share a passion for AI and a deep desire to build the best AI platform possible. We value collaboration, curiosity, and a commitment to solving hard problems. We are growing our team and looking for contributors of all seniorities. Join the team revolutionizing AI computing at Tenstorrent. In this role you will lead development on TT-Forge, our MLIR-based compiler, and manage a team focused on scaling graph transformations, lowering passes, and kernel-level optimizations. You'll help shape the future of AI computing through compiler technology that is fast, flexible, and built for real-world models. This role is hybrid based in Austin, TX. We welcome candidates at various experience levels. During the interview process, candidates will be assessed for the appropriate level, and offers will align with that level, which may differ from the one in this posting. Who You Are - Leadership to drive compiler development across multiple layers of the stack, including custom dialects, transformation passes, and runtime integration. - Alignment with hardware, software, and ML teams to ensure the compiler supports realistic performance and deployment needs. - Technical ownership of roadmap priorities, planning, and mentorship for a high-performing

Senior Solution Engineer The Netherlands - 's-Hertogenbosch Job Req ID: 24844 About Supermicro: Supermicro® is a Top Tier provider of advanced server, storage, and networking solutions for Data Center, Cloud Computing, Enterprise IT, Hadoop/ Big Data, Hyperscale, HPC and IoT/Embedded customers worldwide. We are amongst the fastest growing company among the Silicon Valley Top 50 technology firms. Our unprecedented global expansion has provided us with the opportunity to offer many new positions to the technology community. We seek talented, passionate, and committed engineers, technologists, and business leaders to join us to drive accelerated growth and technology-led innovation in the global marketplace. Job Summary: Supermicro is looking for talented and passionate Senior Solution Engineer who has in-depth knowledge in Computer Server Architecture, Software, Firmware, and Server Racks. You will be responsible for providing support to our enterprise customers, Internal teams, and production. The ideal candidate must have strong technical background in computer systems as well as exceptional communication skills -- ability to interface with all levels of management staffs in professional manner. Essential Duties and Responsibilities: Includes the following essential duties and responsibilities (other duties may also be assigned): Work directly with customers and internal teams to resolve technical issues involving but not limited to motherboards, server systems, operating system etc. Identify and resolve issues with primary focus on p

TECHNICAL MEDIA PRODUCER/DIRECTOR - WSMV WSMV-Station-Nashville,TN WSMV4 in Nashville is looking for a Technical Media Producer. This person is responsible for directing live or pre-recorded productions as assigned, monitoring the stations' on-air signals, transmitter logs, EAS events, and ingesting daily programming and commercials. Regular assignments will involve directing newscasts, operating equipment in master control, and various other productions. A successful candidate will possess strong people skills and an operating knowledge of computers.

Engineer, PCIe Validation Vancouver, British Columbia, Canada Tenstorrent is leading the industry on cutting-edge AI technology, revolutionizing performance expectations, ease of use, and cost efficiency. With AI redefining the computing paradigm, solutions must evolve to unify innovations in software models, compilers, platforms, networking, and semiconductors. Our diverse team of technologists have developed a high performance RISC-V CPU from scratch, and share a passion for AI and a deep desire to build the best AI platform possible. We value collaboration, curiosity, and a commitment to solving hard problems. We are growing our team and looking for contributors of all seniorities. Curious about how cutting-edge hardware actually comes to life? We're looking for someone who's excited to dive into the core of next-gen systems and help make them real. In this role, you'll validate high-speed interfaces, solve complex system-level puzzles, and collaborate across teams to shape the future of AI/ML computing. If firmware, hardware, and hands-on debugging sound like your kind of fun - let's chat! This role is hybrid and based in Vancouver, Canada. We welcome candidates at various experience levels for this role. During the interview process, candidates will be assessed for the appropriate level, and offers will align with that level, which may differ from the one in this posting. Who You Are - You love bringing hardware to life and enjoy the thrill of solving tricky problems across the hardware-firmware boundary. - You're hands-on in the lab and comfortable with tools like oscilloscopes, protocol analyzers, and JTAG -

Java Software Engineer (Power/Gas) Aarhus, Central Denmark Region, Denmark IMC is building a new Power and Gas Trading business in Aarhus, Denmark, the hub for power and gas trading in Europe. Backed by one of the world's most successful trading firms, this new venture combines the energy and autonomy of a startup with the global reach, stability, and expertise of IMC's 30+ years in trading. We are building a strong, independent Aarhus-based team with local leadership, supported by IMC's world-class technology, quantitative research, and trading infrastructure. To achieve our ambitious hiring goals, we are seeking strong Software Engineers to join the team and play a pivotal role in helping us grow this new business. Your Core Responsibilities: - Build, as part of a team, a full technology stack that supports power and gas trading, including exchange connectivity, trading systems, trading strategies, data analysis, and pricing. We are looking for strong developers that specialised in back-end, algorithms, trading systems, execution systems or other relevant domains - Maintain and improve the tech stack in collaboration with trading - Train new joiners Your Skills and Experience: - Strong academic background, preferably in computer science or a quantitative field - 2+ years of professional experience as a software engineer - Experience European power and gas trading industry is a plus - Strong programming skills in Java. Experience with other relevant programming languages such as Python or C++ is considered a plus - Excitement for working in a start-up environment and a variety of systems/platforms/tools

Language and Runtime Engineer New York, New York, United States About the Position We're looking to hire a Software Engineer with experience working on language compilers and runtimes. Our team maintains a framework used at Jane Street for a wide variety of purposes, including financial modeling, risk calculation, and custom alerting. Our system evaluates, in real time and in parallel, a large, irregular, and dynamic graph of user-specified computations. We are particularly focused on understanding, quantifying, and improving its performance and scalability. The technical problems we face relate to implementation of programming languages and their runtimes, efficient distribution and scheduling of computation graphs, and effective measurement and communication of resource usage. About You - You have a background in compilers, scheduling, dynamic graph systems, parallel runtimes, or another related field - You have strong experience in performance analysis and optimization - No previous experience with OCaml or functional programming languages is required If you're a recruiting agency and want to partner with us, please reach out to [email protected] .

Principal Data Scientist - Agent Builder Distributed, Distributed, United Kingdom Elastic, the Search AI Company, enables everyone to find the answers they need in real time, using all their data, at scale - unleashing the potential of businesses and people. The Elastic Search AI Platform, used by more than 50% of the Fortune 500, brings together the precision of search and the intelligence of AI to enable everyone to accelerate the results that matter. By taking advantage of all structured and unstructured data - securing and protecting private information more effectively - Elastic's complete, cloud-based solutions for search, security, and observability help organizations deliver on the promise of AI. What is The Role: The Search Conversational Experiences team builds Elastic's new conversational and agentic platform that lets customers chat with their own data in Elasticsearch. We build the core quality layer for RAG, agents and tools, retrieval and citations, streaming, memory, and the evaluation signals that turn open-ended questions into grounded, reliable answers. As a Principal Data Scientist, you will help set the technical direction for how we evaluate, improve, and scale chat quality across Elastic's agentic platform. You will define the evaluation strategy that guides product decisions, including which models we standardize on, how we route requests across agents, which tools we enable and when, and how we tailor agents to different Elastic use cases in search and beyond. You will work closely with backend engineering, product, UX, and other data scientists to turn ambiguous, cutting-edge problems into measurable

Technology Lead Infosys is seeking an experienced Spark Scala Developer to design, develop, and optimize scalable bigdata solutions. The candidate will work on building high-performance batch and real-time data pipelines leveraging the Hadoop ecosystem and distributed computing frameworks(Spark). The role involves working closely with data engineers, architects, and business stakeholders to deliver robust, scalable, and efficient data processing systems. Required Qualifications: - Candidates authorized to work for any employer in Canada without employer-based visa sponsorship are welcome to apply. Infosys is unable to provide immigration sponsorship for this role at this time. - Candidate must be located within commuting distance of Mississauga, Ontario or be willing to relocate to the areas. - Bachelor's degree or foreign equivalent required from an accredited institution. Will also consider three years of progressive experience in the specialty in lieu of every year of education. - At least 4 years of Information Technology experience - 4+ years of experience in Big Data technologies. - Strong expertise in: - Apache Spark (Core, SQL, DataFrames, RDDs) - Scala programming - PySpark - Hands-on experience with: - Kafka (real-time streaming) - Hadoop ecosystem (HDFS, Hive, Impala) - NoSQL Databases (HBase, MongoDB, Couchbase) - Strong understanding of distributed computing concepts and data processing frameworks. - Experience in building ETL/data pipelines for large-scale datasets. - Proficiency in SQL and data modeling. Preferred Qualifications: - Hands-on experience with data lakes, data warehouses, and scalable ETL pipeline design, including batch and real-time processing architecture. - Strong understanding and practical exposure to Agile

Member of Technical Staff - GPU Performance Engineer San Francisco, United States, Boston, Remote About Liquid AI Spun out of MIT CSAIL, we build general-purpose AI systems that run efficiently across deployment targets, from data center accelerators to on-device hardware, ensuring low latency, minimal memory usage, privacy, and reliability. We partner with enterprises across consumer electronics, automotive, life sciences, and financial services. We are scaling rapidly and need exceptional people to help us get there. The Opportunity Our models and workflows require performance work that generic frameworks don't solve. You'll design and ship custom CUDA kernels, profile at the hardware level, and integrate research ideas into production code that delivers measurable speedups in real pipelines (training, post-training, and inference). Our team is small, fast-moving, and high-ownership. We're looking for someone who finds joy in memory hierarchies, tensor cores, and profiler output. While San Francisco and Boston are preferred, we are open to other locations. What We're Looking For We need someone who: - Works profiler-first: You use tools like Nsight Systems / Nsight Compute to find bottlenecks, validate hypotheses, and iterate until improvements show up in end-to-end benchmarks. - Bridges theory and practice: You can translate ideas from papers into implementations that are robust, testable, and performant. - Executes independently: Given an ambiguous bottleneck, you can drive from profiling to kernel/integration changes to benchmarked results to maintained ownership. - Cares about the details: Memory hierarchy, occupancy, launch configs, tensor core utilization, bandwidth vs compute limits. The Work - Write high-performance

AI Research Scientist - Algorithm Chennai,IND posted: Posted Today

Forklift Operator (Reach Truck & Cherry Picker) / Inventory Associate Technician Shipping/Receiving & Distribution - 2nd Shift Hebron, Kentucky, United States of America Embrace the role of a Forklift Operator and play a vital role in our fast-paced distribution center. Operate reach trucks and cherry pickers, manage inventory, and ensure accurate shipping and receiving. If you have strong attention to detail, basic computer skills, and a commitment to safety, this is your opportunity to grow in life sciences.

Controller USA About PushPress PushPress is the AI-powered gym management platform built for boutique fitness. We are transforming how boutique fitness owners operate and how the entire $100B global fitness industry connects, transacts, and grows. Trusted by more than 5,000 gyms and 500,000 members, PushPress processes ~$1B annually. We're a Series B company backed by Altos Ventures, StepStone, and Mucker Capital, and we're going all-in on AI. Our AI Assistant, AI Member Intel, and AI-powered reporting tools are already changing how gym owners and coaches operate. We believe AI should make the human side of fitness better, not replace it. By embedding intelligence directly into the product, we enable boutique fitness owners to make faster decisions, unlock new revenue streams, and collaborate across a connected network. As more gyms join the platform, data compounds, intelligence strengthens, and the value of the ecosystem increases for every owner. We are a global team of builders, operators, and fitness fanatics on a mission to level the playing field for independent fitness entrepreneurs. If you are ready to help reshape an industry, let's talk! The Role We're looking for a hands-on Controller to own the financial backbone of PushPress. We're a Series B SaaS company navigating increasing financial complexity: traditional SaaS subscriptions, AI-driven usage-based revenue, a multi-layered payments business processing nearly $1B annually, and expansion into new geographies. Our revenue model spans subscription billing, platform payment economics, and emerging AI monetization, each with distinct recognition and compliance considerations. As our first Controller, you'll build

Infrastructure Finance Lead San Francisco, California, United States, New York ABOUT BASETEN Baseten powers mission-critical inference for the world's most dynamic AI companies, like Cursor, Notion, OpenEvidence, Abridge, Clay, Gamma and Writer. By uniting applied AI research, flexible infrastructure, and seamless developer tooling, we enable companies operating at the frontier of AI to bring cutting-edge models into production. We're growing quickly and recently raised our $300M Series E , backed by investors including BOND, IVP, Spark Capital, Greylock, and Conviction. Join us and help build the platform engineers turn to to ship AI products. THE ROLE We're hiring an Infrastructure Finance Lead to own the operating P&L for Baseten's compute infrastructure. In this role, you'll be a key partner to our Infra, Capacity Planning, and Inference Engineering teams - providing the financial expertise to keep our footprint on budget, drive unit cost down, and de-risk our largest infrastructure exposures. You'll own the near-term forecast for compute spend, run budget-vs-actual against contracted capacity, and serve as the primary finance counterpart to our cloud and GPU operating partners.The ideal candidate has strong analytical skills paired with excellent operational execution, and a track record of success in high-growth infrastructure or platform businesses. THE RESPONSIBILITIES Compute & Infrastructure Strategic Finance - Own Strategic Finance for all live compute spend, including Cloud and GPU Capacity. - Build and maintain per-region and per-partner cost forecasts; refresh on a cadence that supports monthly business reviews and quarterly board reporting. - Run budget-vs-actual on capacity commitments and infrastructure

SoC Power Analysis and Optimization Engineer Tel Aviv-Yafo, TA, ISR AWS Utility Computing (UC) provides product innovations - from foundational services such as Amazon's Simple Storage Service (S3) and Amazon Elastic Compute Cloud (EC2), to consistently released new product innovations that continue to set AWS's services and features apart in the industry. As a member of the UC organization, you'll support the development and management of Compute, Database, Storage, Internet of Things (IoT), Platform, and Productivity Apps services in AWS, including support for customers who require specialized security solutions for their cloud services. Annapurna Labs, as part of Amazon Web Services (AWS), is looking for talented engineers to help us develop a semiconductor platform based on a revolutionary architecture. If you want to be part of a team that's advancing cloud computing technology at scale, join our Power Analysis, Optimization, and Management team, where you'll help develop advanced processors that power Amazon Cloud. We're looking for someone who combines strong technical knowledge in chip design with excellent problem-solving abilities and collaborative skills. Watch these videos to learn more about Annapurna Labs and the Graviton project. AWS re:Invent 2025 - Keynote with Peter DeSantis and Dave Brown: https://www.youtube.com/watch?v=JeUpUK0nhC0 AWS re:Invent 2025 - AWS Graviton https://www.youtube.com/watch?v=haSHl2BLhm8 Key job responsibilities Analyze SoC Power consumption at Pre and Post Si stages Contribute to SoC Power optimization during all stages of Design Cycle Work with variety of teams to impact the quality of SoC power efficiency: Logic & Physical Design, PDN, Post-Si. Optimize Power Team

Senior Software Engineer, Compute Infrastructure Mountain View, California; San Francisco, California RDQ427R175 At Databricks, we are passionate about helping data teams solve the world's toughest problems - from making the next mode of transportation a reality to accelerating the development of medical breakthroughs. We do this by building and running the world's best data and AI infrastructure platform so our customers can use deep data insights to improve their business. Founded by engineers - and customer obsessed - we leap at every opportunity to solve technical challenges, from designing next-gen UI/UX for interfacing with data to scaling our services and infrastructure across millions of virtual machines. And we're only getting started. At Databricks, the Compute Infrastructure organization builds and operates the foundation that runs all Data, AI and stateful workloads across all major clouds. Our platform launches tens of millions of VMs per day, operates thousands of Kubernetes clusters, and must deliver extreme elasticity, reliability and cost efficiency. As a Senior Software Engineer on the Compute Infra team, you will design and build the systems that power Databricks' compute infrastructure to enable engineers to quickly launch and scale world-class products. The impact you will have: - Develop the compute abstractions that provide powerful capabilities for all Databricks workloads, enabling engineers to build world-class products with high velocity and best-in-class performance - Design the workload orchestration and scheduling systems that orchestrates all types of workloads (serving, batch, stateful, GPU) with high performance and efficiency - Scale the fleet management systems that

Systems Engineer, Managed Operations, Managed Operations Berlin, Berlin, DEU AWS has successfully launched the European Sovereign Cloud (ESC), marking a significant development in Utility Computing (UC). To spearhead this initiative, we are actively seeking experienced systems engineers with a strong background in automation and operations. As part of the AWS Managed Operations team, you will play a pivotal role in building, operating and evolving operations and development teams dedicated to delivering high-availability AWS services, including EC2, S3, Dynamo, Lambda, and Bedrock, exclusively for EU customers. For more information on ESC please check out our blog: https://aws.amazon.com/blogs/aws/in-the-works-aws-european-sovereign-cloud/ Your responsibilities will encompass overseeing the ongoing operations and expansion of the ESC, working closely with global AWS teams, and influencing the evolution of AWS services and technology. A typical day in this role involves collaborating with technology leaders, contributing to the enhancement of day-to-day operations, and ensuring continuous improvements in availability, reliability, latency, performance, and efficiency of the ESC. You will be required to occasionally participate in “on-call” rotations to resolve incidents occurring out-of-hours. The overarching goal is to deliver scalable services and ensure a high-availability experience for EU customers. If you are an experienced professional ready for a challenging and impactful opportunity, we invite you to join our efforts in operating and scaling a best-in-class development engineering and operations team that aligns with AWS' commitment to customer satisfaction and continual innovation. Utility Computing (UC) European Sovereign Cloud (ESC) is a part of AWS Utility Computing (UC). AWS Utility Computing (UC) provides product

Machine Learning Engineer, Integrity Hybrid in Santa Clara, CA HackerRank helps companies like NVIDIA, Amazon, and Microsoft hire and upskill the next generation of developers based on skills, not pedigree. Our platform is trusted by over 2,500 of the world's most innovative companies to build strong engineering teams ready for what's next. Software has entered an era where humans and AI build side by side. As this shift accelerates, the definition of strong technical talent is changing. We give companies better ways to identify and invest in next-generation skills. People at HackerRank care deeply about the impact of their work and sweat the small details so our customers can be wildly successful with products they genuinely love to use. We move with urgency and believe great outcomes come from high standards. About the role Hiring is one of the most consequential decisions a company makes. 3,000+ enterprises rely on HackerRank to get it right. We are now reinventing how that works for the agentic era. The integrity of that system is not a feature. It is the foundation. Open Problem The fraud gets smarter every quarter. The models have to keep up. Integrity isn't about whether you use AI or not; it's about whether you are following the rules. Our integrity system is a portfolio of signals spanning vision, code analysis, browser telemetry, and behavioral sequences. Each signal is independently trained, operates on a different modality, and has its own precision-recall tradeoff and failure distribution. That heterogeneity is not a