SPIN Unprocessed October 27, 2026 ai_technology research
Conformance as a Distribution: Delegation Contracts, Error Budgets, and the Allocation of Evaluation Authority in Use-Based AI Regulation
View original on arxiv.orgOverview
arXiv:2610.33112v1 Announce Type: new Abstract: Use-based AI regulation assigns obligations by deployment risk but lacks an evidentiary object to carry them. A benchmark score is a property of a model; conformance of a deployment is a failure rate under a declared distribution of contexts, bounded by a scope and subject to expiry. We take the delegation contract of earlier work (frozen configuration, scoped claim, executable revision rule) and study it under strategic play between a deployer, an
SpinGraph analysis pending — check back after processing.
Ask AI about this story
Opens with the SpinGraph .md URL and structured context — one click, prompt included.
More from arXiv Artificial Intelligence
View all →- AgentOrch: How Close Can Global Orchestration Come to Step-by-Step Interaction?
- BenchBench-Cloning: Evaluating Molecular Cloning Design and Protocol Development
- TempShap: When and How Much a Feature Matters in Time-Series Forecasting
- AI Teaches Humans to Handle Complexity in the Game of Go
- Estimation of Propagated Risk in LLM-based Multi-Agent Systems
- GEMS-RAG: Graph-grounded Engineering Multimodal Standards Retrieval-Augmented Generation
Markdown (.md) · JSON-LD schema (.json) · Machine-readable for AI & GEO