Token Budget Allocation Gauge
92.5% Utilized
System Prompt (4k)
Active Payload / Documents
Chat History (16k)
Available Headroom
Needle-in-a-Haystack Depth Heatmap 100% Hit
KV Cache RAM scaling (MHA vs GQA) 87.5% Compression
Real-time System Audit & Proof State
KV Cache Footprint
11.84 GB
INT8 @ 185k tokens
Attn Complexity
34.22 TFLOPs
Chunked O(N) Active
Retrieved Target
SUCCESS
At 65.0% Depth
Max Safe Batch
5.4 Concurrent
On 80GB H100 VRAM
KV Cache Exact RAM Equation:
RAM = 2 * 2 * n_layers (80) * n_kv_heads (8) * d_head (128) * seq_len (185000) * precision_bytes (1.0) = 12,718,080,000 Bytes (11.84 GB)