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AWS Neuron SDK now available with Neuron Agentic Development for NKI kernel development on Trainium
AWS Neuron announces the Neuron Agentic Development capabilities, an open-source collection of agents and skills that equip AI coding assistants to accelerate development on AWS Trainium and AWS Inferentia. The initial release provides agentic coding capabilities for Neuron Kernel Interface (NKI) kernel development, covering the workflow from authoring to profiling and performance analysis.
NKI gives developers direct, low-level programming access to Trainium for writing custom compute kernels that maximize hardware performance. Neuron Agentic Development brings NKI expertise directly into the developer's agentic IDE (such as Claude Code and Kiro) through natural language. For example, a developer can describe a PyTorch operation and receive a working NKI kernel, ask the agent to fix a compilation error and have it automatically identify the issue and apply a correction, or request a performance analysis and receive a report identifying which lines of kernel code are causing bottlenecks. The capabilities span kernel authoring, debugging, documentation lookup, profile capture, and profile analysis.
Neuron Agentic Development is designed as a broad framework for agentic capabilities across the Neuron stack, with NKI kernel development as the initial release. The repository is available on GitHub.
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