US-based Keysight Applied sciences has launched the Keysight AI Information Middle Builder, a software program suite designed to validate and optimise AI infrastructure by emulating real-world workloads.
This software evaluates how new algorithms, elements, and protocols influence AI coaching efficiency, the corporate introduced.
The KAI Information Middle Builder integrates giant language fashions (LLMs) and different AI mannequin coaching workloads into the design and validation of AI infrastructure elements, together with networks, hosts, and accelerators.
Keysight prospects can entry a library of LLM workloads like GPT and Llama, together with well-liked mannequin partitioning schemas.
Ram Periakaruppan, VP and basic supervisor of community take a look at and safety options at Keysight, emphasised the significance of early validation in AI infrastructure design.
“As AI infrastructure grows in scale and complexity, the necessity for full-stack validation and optimisation turns into essential. To keep away from expensive delays and rework, it’s important to shift validation to earlier phases of the design and manufacturing cycle.”
The KAI Information Middle Builder enhances AI coaching by aligning mannequin partitioning methods with AI cluster topology and configuration. Key concerns embody the scale-up design of GPU interconnects, scale-out community design, and configuration of community load balancing.
The answer reproduces community communication patterns of real-world AI coaching jobs to speed up experimentation and supply insights into efficiency degradation.
The KAI Information Middle Builder is a part of the KAI structure, which gives end-to-end options for scaling AI knowledge facilities. Juniper Networks, a US-headquartered firm in AI networking and cloud, has been one success story by enhancing its AI community effectivity with Keysight.
“With Keysight, we’re capable of replicate the actual knowledge centre atmosphere—particularly for AI knowledge centre necessities, akin to RoCEv2,” stated Mahesh Subramaniam, director of product administration at Juniper Networks.
Lately, Keysight partnered with Samsung and NVIDIA to develop AI fashions to enhance radio entry community (RAN) efficiency for 5G superior and 6G applied sciences. This occurred early subsequent month on the Cellular World Congress (MWC) 2025 in Barcelona.
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