KV Cache Compression 900000x Beyond TurboQuant and Per-Vector Shannon Limit

Implement ultra-high compression algorithms for KV caches to enable massive context windows on consumer hardware.

Suggested repo: kvc-ultra

"Run 1M context on your GPU."

Estimated effort: 100h