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Building Blocks for Foundation Model Training and Inference on AWS

Foundation model development today scales across three channels: pre-training, post-training, and test-time compute, with AWS showing how its infrastructure—accelerators, networking, and storage—works with open-source tools like PyTorch, Kubernetes, and Prometheus to enable efficient training and inference.

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The End of Fine-Tuning

OpenAI ends fine-tuning services as AI elite pursues alternative strategies; fine-tuning dies as mainstream approach while top applications favor open-source models and long-prompts, with agent-based systems breaking new benchmarks in research and mathematics.

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