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TOPIQ transforms how we handle uncertainty in scientific data by enabling rapid, well-calibrated predictions from lossy compression metadata.
Forget selecting or merging original KV pairs – KVSculpt distills the KV cache into a smaller, optimized representation in continuous embedding space, slashing KL divergence by up to 4.1x.
