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Design a Model Quantization and Compression Pipeline

Every new LLM version shrunk to FP8, INT8 or INT4 with a smaller KV cache, gated against its BF16 parent and benchmarked on the serving GPU: one-hour boards for junior, senior and staff, with the theory behind them.

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