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Interactive Demo

See SEP in Action

Explore the technology behind Semantic Event Protocol through visual demonstrations. All reference code is available to check and run yourself.

Demo 1
Demo 2
Demo 3

HDC Compression: 32× Reduction

Watch as LoRA model weights (17.5 MB) are compressed to HDC semantic packets (271 KB) while preserving 99%+ accuracy.

BEFORE: Raw LoRA Weights
q_proj4.2 MB
v_proj4.2 MB
k_proj4.2 MB
out_proj4.9 MB
Total Size17.5 MB
AFTER: HDC Compression
q_proj (HDC)68 KB
v_proj (HDC)68 KB
k_proj (HDC)68 KB
out_proj (HDC)67 KB
Total Size271 KB
32×
Compression Ratio
# Try it yourself:
$ git clone https://github.com/nick-yudin/SEP
$ cd SEP/reference_impl/python
$ pip install -r requirements.txt
$ python3 -m hdc.distributed_trainer_hdc
✓ Compression: 17.5 MB → 271 KB (32×)

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All these demos are based on real, reproducible experiments. Dive into the code and see for yourself.