KV-Cache Compression Telemetry Profile
Pins initial attention sink tokens to prevent catastrophic entropy collapse, dynamically retains top-k heavy-hitter tokens via cumulative score oracles, and evicts stale middle-context tokens to slash VRAM footprint.
Memory Compression: Up to 4.2x VRAM Reduction
Perplexity Impact: <0.8% Degradation
Max Sustained Context: 2,097,152 Tokens