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It is argued that agent-facing data systems need two enforceable contracts: the plan contract makes invalid plans rejectable and execution reproducible under recorded conditions, while the evidence contract makes gated claims faithful to cited evidence.
SAGA (Synthetic Agentic Graph Architecture), a system for generating large-scale, semantically rich temporal graphs via a four-phase pipeline, achieves structural realism, semantic richness, and automatic anomaly labeling in a unified framework.
TGMS is a bi-temporal property graph management system that exposes thirteen verified temporal operators as agent tools that can answer belief-state questions such as ``as of transaction time $T$, what did the system believe?''
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