Building an ML Pipeline on Saturn Cloud with the Claude Code Plugin
How we used the saturn-cloud Claude Code plugin to build a reproducible ML demo end-to-end: ingestion, dataset versioning, feature …
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Designing a Claude Code Plugin for AI Infrastructure
Three design principles we learned building a Claude Code plugin for Saturn Cloud: treat the live API as ground truth, treat the skill file as compounding memory, and generate reference docs from the schema.
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Saturn Cloud vs AWS SageMaker for LLM Training
A comparison of setup, GPU access, pricing, and workflow for teams training and deploying large language models, including when …
Run Claude Code on a Cloud GPU in 10 Minutes – No Root Workarounds Required
How to get Claude Code running in fully autonomous mode on an H100 on Saturn Cloud from sign-up to first agent output, with working …
Running NVIDIA NIM on Saturn Cloud
How to deploy NVIDIA NIM inference microservices on GPU infrastructure, including what NIM is, what it actually does to throughput, and …
How to Fine-Tune Llama 3 on GPU Clusters
Covers H100 vs H200 GPU selection, LoRA vs full fine-tuning, multi-node setup, and running the full workflow on Saturn Cloud.
FSDP vs DDP vs DeepSpeed For LLM Training
A practical decision guide for distributed training strategies on GPU clusters explaining when each approach wins, where each breaks …