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This survey examines computational nondeterminism in financial AI systems, covering tabular models, graph networks, and LLM-based workflows, and proposes a layered evaluation framework for auditability.
The article discusses using Gemini Omni's edit mode as a deterministic transformation step in agent video pipelines, enabling reproducible state changes without full video regeneration, improving cost and speed.
Explains the Calvin protocol, which uses deterministic locking to achieve distributed ACID transactions without requiring 2PC, improving scalability and reducing contention compared to traditional approaches.
The article analyzes Factorio's deterministic lockstep architecture, explaining how it synchronizes millions of entities by transmitting inputs rather than state snapshots, utilizing custom math libraries and PRNG normalization to ensure bitwise consistency across platforms.