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Add Catalyst neuromorphic benchmarks to Hardware Deployment#1

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Mr-wabbit wants to merge 1 commit intocoderonion:mainfrom
Mr-wabbit:add-catalyst
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Add Catalyst neuromorphic benchmarks to Hardware Deployment#1
Mr-wabbit wants to merge 1 commit intocoderonion:mainfrom
Mr-wabbit:add-catalyst

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Summary

Adds the catalyst-benchmarks repository to the Hardware Deployment section.

Catalyst is a 128-core, 131K-neuron open neuromorphic processor implemented on FPGA (Xilinx VU47P) with full Loihi 2 feature parity. The benchmark suite includes:

Benchmark Accuracy
SHD (speech) 90.7%
SSC (speech) 72.1%
N-MNIST (vision) 99.2%
GSC KWS (keyword) 88.0%

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