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Specifications can be rigorously evaluated for quality, revealing that determinacy doesn't equate to practical performance in LLM implementations.
Forget simple prompt shortening: optimizing tokens for LLM-based database migration is a multi-objective problem where aggressive compression can tank semantic accuracy.
LLMs can evolve code more reliably by translating it into a neutral, behavior-rich specification first, rather than directly transforming code.
