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Author

Giuseppe Zappia

1 public articles
Artificial intelligence

Build efficient agents with knowledge distillation on Amazon SageMaker AI

GGiuseppe Zappia·Nov 3, 2026, 01:01 AM·23 min read

The gist: Agentic assistants built on frontier models run a multi-step tool loop, and paying frontier prices on every step is hard to sustain at production scale. This post shows how to use sequence-level knowledge distillation (SeqKD) to transfer a frontier teacher's agentic behavior into a small, lower-cost student on Amazon S

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