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Created: 2025-07-22 08:01:32 UTC

The secret behind Parallax’s performance lies in key server-grade optimizations:

– Continuous batching: dynamically groups requests to maximize hardware utilization and throughput.
– Paged KV-Cache: block-based design prevents memory fragmentation, handles thousands of concurrent requests
– Heterogeneous workers: optimal performance across GPUs and Macs.

Fast. Reliable. Fully distributed.


XXXXXX engagements

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**Related Topics**
[faster](/topic/faster)
[gradient](/topic/gradient)

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