When a long shared context was reused
State-aware inference runtime
Compute Only What Changes
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of token work avoided
Delta avoids repeating unchanged token work—which can lower compute costs and speed up responses. Despite its speed, Delta remains very accurate.
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of processing work avoided
In a six-method head-to-head, Delta led the other approaches in 4 of 5 changing-input conditions. At 1% input change, Delta repeated only 16 of 511 processing steps.
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Additional measured evidence
The advantage scales—and extends beyond language models.
The shared prompt was processed once, not over and over
Across four quantum workloads
Proof, not a promise
Every reported speedup passed the accuracy checks.
Matched full recomputation
Identical routing decisions
Every reported result had to pass