Unverified50% confidenceBenchmarkExact time
SHADOW-50M runs at approximately 1,900 tok/s on a laptop CPU with a memory footprint of only 41 MB.
1
Sources
50%
Confidence
Long-term
Relevance
9/15/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn a video memory experiment, Gemma 3 4B watched a ten-minute short film, captured a frame every two seconds, and wrote 298 descriptions; SHADOW retained these moments as disk memory and scored 55–56/60 on a laptop with approximately 42 MB of memory.70% similarUnverifiedSHADOW-50M is a complete language model trained from scratch that has digested 45 billion tokens, actually has 44M parameters, and has a model size of 19.8 MB.67% similarUnverifiedSHADOW writes attention states to disk at 1-bit precision, consuming 288 bytes per token, with the index occupying only 22 bytes per token, record lookup taking approximately 1 microsecond, and attention states being reinjected into the model in approximately 0.03 ms, without using a vector database or embedding model.66% similar
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