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IRaaS: The Silent Revolution Powering DeepSeek’s MoE and the Future of Adaptive AI

When DeepSeek’s trillion-parameter Mixture of Experts (MoE) model processes a query, it doesn’t brute-force its way through every neuron. Instead, it dynamically activates only the specialized “experts” needed for the task—a vision model for images, a reasoning engine for logic, or a language specialist for translation.

Slides

Inference and Reasoning-as-a-Service

Unlock the true potential of AI with our Inferencing-as-a Service platform. Deploy AI models at scale with ease and efficiency. Our solution is designed to tackle the growing demands of AI inference workloads.

Slides

Elastic GPU Service Making MLOPs Easier

EGS integrates observability, orchestration, and cost optimization for GPUs, seamlessly combining these capabilities through automation to deliver significant business value.

Blog

Transforming your GPU infrastructure into a competitive advantage

At Elastic GPU Services (EGS), we’re redefining how organizations harness the power of GPU-intensive workloads. With EGS, observability, orchestration, and automation work in unison to unlock unparalleled efficiency, scalability, and cost-effectiveness—all tailored for AI, ML, and high-performance computing. AI, ML, and high-performance computing.

Whitepaper

Elastic GPU Service (EGS) - Workload Automation, Optimization, Cost Reduction, and Observability

Despite advancements in ML scheduling tools like KubeFlow, optimizing GPU and CPU usage remains difficult. Mismatches between resource management and workload orchestration cause idle GPUs: creating delays, and inefficiencies in large-scale setups.

One Pager

EGS: One Pager

EGS (Elastic GPU Service) optimizes GPU infrastructure for AI engineers by providing usage optimization, observability with real-time clarity, smart orchestration and automation. It redefines how organizations harness the power of GPU-intensive workloads. EGS automation unlocks unparalleled efficiency, scalability, and cost-effectiveness—all tailored for AI, ML, and high-performance computing.

Short Video
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EGS: AI Health metrics tab (Power, Energy)

Short Video
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EGS: Dynamic GPU Orchestration

Product Engineering Demo
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EGS: GPU Dynamic Resource Allocation

Detailed Video
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EGS: Detailed Video

Partner Ecosystem Video
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How Avesha EGS Enhances Run:AI