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    Enables users to describe an LLM fine-tuning job once and receive ranked GPU recommendations across a dozen cloud providers, calculated from the workload's required VRAM and FLOPs. It surfaces the cheapest, fastest, and most balanced hardware options with clear data provenance, callable from Claude Code, Claude Desktop, a CLI, or a REST API.
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