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Intel's Heracles Chip Accelerates Encrypted Computing 5,000x

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Intel has unveiled Heracles, a specialized chip that dramatically accelerates fully homomorphic encryption (FHE) computing tasks up to 5,000 times faster than conventional CPUs. The chip addresses one of FHE's biggest challenges: its current extreme slowness on standard processors, which can take thousands of times longer than working with unencrypted data.

Built using 3-nanometer FinFET technology and paired with high-bandwidth memory, Heracles represents a major leap in hardware acceleration for encrypted computing. The chip's 64 compute cores arranged in an eight-by-eight grid are specifically designed for the polynomial math and parallel operations required by FHE, while its 2D mesh network ensures efficient data movement at 9.6 terabytes per second.

In live demonstrations, Heracles processed a secure voter ballot verification in just 14 microseconds compared to 15 milliseconds on an Intel Xeon server CPU—a difference that scales to 23 minutes versus 17 days for verifying 100 million ballots. With startups racing to commercialize FHE accelerators, Intel's chip demonstrates that purpose-built hardware can finally make large-scale encrypted computing practical for applications in AI and secure data processing.