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PENDA (processing element via norm-of-difference architecture), which leverages the law of cosines to recast multiplications as squared-difference operations to preserve exactness while optimizing hardware.
Forget waiting – this new CIM architecture slashes LLM weight update latency by up to 87%, unlocking faster prefill and decoding.
Ternary LLMs can achieve impressive throughput and energy efficiency on edge devices, thanks to VitaLLM's co-designed hardware acceleration that overcomes workload imbalance and data dependency challenges.
