The Data Product Descriptor Specification (DPDS) Repository
A platform to manage the data product life cycle
The Schema Annotations Specification (SAS) Repository
Agent-based simulation of AI governance in specialist SEND schools which compares baseline, naive AI, and GRID conditions across 100 Monte Carlo replications. Interactive dashboard + Python model.
Deterministic cross-modal agents with guardrails: signals route through declared transforms, inference can’t self-promote, memory echoes stay associative, and every promotion is auditable with replay artifacts. Built to make agent reasoning inspectable.
Synthetic experimental framework for planetary-aware AI governance in modular multi-agent systems.
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