Attached document
One prompt, three inference paths
Inference demo Document Q&A
What can I help with?
Watch the prompt type, send, and run through all three paths automatically.
Three responses
Inference Pathways
Small is not decision-grade. Large is accurate but slow. TrustAI delivers the large-model answer faster and for less.
Path 01
Small model
Qwen3 4BAnswer · incomplete
Path 02
Large model
Qwen3 14BAnswer · decision-grade
TrustAI
Path 03
TrustAI inference
Prefill small · decode large Small prefillKV transferLarge decode
Answer · same as large model
Cross-model KV cache transfer
Method, mapper architecture, and the published Qwen3 4B → 14B long-context benchmark.