Author

Manuel Israel Cazares

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Jul 2026

Routing Ceilings Are Domain-Independent: Structural Prior Injection in Code Security Vulnerability Detection

Results provide evidence that the cross-distribution trade-off surface documented in SAIR generalises to code security, and that the router hypothesis is cross-domain, and argue the structural nature of the collapse motivates distribution-aware training over prompt calibration.

Manuel Israel Cazares · arXiv.org · 0 citations

#natural language process... Preprint Sep 2026

A Certificate-Producing Cascade for Equational Implication: The SAIR EQT2 Stage 2 Solver

A single-file solver organized as a cheapest-first cascade is presented, which combines coefficient tests over structured algebra families, bounded finite-model search, an explicit central-groupoid witness, and several infinite-carrier witnesses and makes no completeness or comparative-superiority claim.

Hao Ma, Wen-Lin Zhang, Manuel Israel Cazares · 0 citations