This paper relies on 1 prerequisite mathematical and architectural foundations.
Revised preprint including complete soundness theorems and industrial benchmarks.
Addresses critical efficiency and scalability bottlenecks in modern computing systems, providing concrete empirical evidence and reproducible designs.
Initial preprint on verifying smart contract semantics.
Employs modular component design with end-to-end gradient updates.
Demonstrates measurable improvements over standard baseline configurations.
Trade-offs between peak accuracy and memory overhead remain under investigation across diverse hardware environments.
