The Health Standard Define GPU and host health criteria for customer and internal workloads, and the service-readiness gates that repair and capacity workflows depend on. Cover what stops or corrupts AI jobs: GPUs falling off the bus, XID events, ECC and memory faults, NVLink/NVSwitch degradation, thermal and power capping, NCCL and collective failures, silent data corruption, and stragglers running below fleet baseline.
Provision, configure, and manage cloud and hybrid infrastructure for AI workloads, including GPU compute, model serving environments, data storage, and networking.
Design, build, and maintain scalable data pipelines that ingest, transform, and serve structured and unstructured data from diverse transport data sources, including real-time streams and batch feeds.
Lead end-to-end project planning, execution, and delivery for cosmetics and consumer goods product launches, managing scope, timelines, budgets, and resources.
Lead the research and development of AI training and inference acceleration algorithms for Agentic AI and Multimodal domains, specifically optimized for next-generation AI compute architectures to maximize compute efficiency and utilization.
Design and implement multi-step agentic AI workflows: agent orchestration (single-agent and multi-agent coordination), tool-calling architectures, memory and state management, and planning and reasoning loops using frameworks such as LangGraph, AutoGen, or custom orchestration.
Company Overview: cbs APAC is a leading international consultancy headquartered in Heidelberg, Germany. We deliver high-end quality consulting and technology services to large industrial corporations that run SAP. For more information about our company, please visit our website at cbs APAC.
Interpret and translate diverse marketing briefs into compelling, cohesive video and motion concepts that align with brand strategy and campaign objectives.
Work alongside customers, GSIs, ISVs, and internal account teams to develop voice AI solutions addressing real-time transcription, multilingual speech recognition, speech synthesis, speech translation, and conversational AI scenarios.