Beyond the API: A Data Engineer's Guide to the LLM Memory Ladder
What a data engineer learned trying to fine-tune an 8B model — the CUDA crash, the humbling, and the chain of trade-offs that decides whether a model will actually run on the hardware in front of you.
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