How every result can be reproduced later by pinning the regulation, schema, and engine version.
Government agencies must be able to reproduce a specific decision months or years later, with the exact same result. Dutch administrative law requires this (Awb Art. 3:46, the AERIUS rulings), and the EU AI Act makes it mandatory for high-risk systems from August 2026.
Determinism within a single execution is necessary but not sufficient. Reproducibility requires pinning three things: the regulation YAML, the schema version it conforms to, and the engine version that executed it.
Every execution produces an Execution Receipt: an output envelope that contains everything needed to reproduce the result.
The receipt records which engine version and schema produced the result, which regulations were loaded (with content hashes), the input parameters, and the full output with trace.
The schema defines the regulation format. The engine interprets and executes regulations that conform to the schema. These are versioned independently:
schema/ (e.g., schema/v0.5.1/schema.json). A published version is never modified.This distinction matters because third-party organizations may build their own engine implementations. The schema is the specification; the engine is one implementation of it.
When a decision depends on values from other organizations (via Multi-Org Execution), the receipt captures the provenance of each accepted value:
When reproducing the decision, the engine uses these sealed accepted values rather than re-calling the other organization. The other organization may now be running a different engine version. A beschikking stands once issued, the accepted value at the time is a legal fact.
A reproducible decision with a sealed receipt is a different animal from an opaque one. A citizen requests their trace and sees which rules applied. An auditor re-runs the computation and gets the same number. A court reconstructs the reasoning step by step. And when a bug surfaces, every affected decision can be found by querying receipts for the engine version and regulation hash.
An exploration by Bureau Architectuur of the Dutch Ministry of the Interior into the possibilities of transparent, executable legislation.
Bureau Architectuur
Ministry of the Interior and Kingdom Relations