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…ployment token ARCO_instances_creditscoring.ttl line 30: regulatory condition now cco:prescribes :CreditworthinessEvaluationProcess (the class IRI as concept-individual) instead of :CreditScorer_EvalProcess_Token. Why: the EU AI Act regulation prescribes process types, not deployment tokens. The token-prescribes pattern (Pattern B) does not generalize — adding a second 5(b) assessment would force either a token mismatch in the alignment query or a duplicate regulatory ICE per assessment. The class-prescribes pattern (Pattern A, matching Sentinel) lets one regulatory ICE serve any number of 5(b) assessments. The SPARQL alignment query (check_regulatory_alignment.sparql) already handles both patterns via its EXISTS branch. Pipeline passes both Sentinel and CreditScorer runs after the change; no regressions; cross-category isolation preserved. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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Summary
One-line ontology fix:
ARCO_instances_creditscoring.ttlline 30 now has:AnnexIII_Condition_5b cco:prescribes :CreditworthinessEvaluationProcess(the class IRI as concept-individual via OWL 2 punning) instead of:CreditScorer_EvalProcess_Token(a deployment-specific token). This matches the Sentinel pattern for Annex III 1(a).Why
The EU AI Act regulation prescribes process types, not deployment-specific tokens. The token-prescribes pattern (Pattern B in
check_regulatory_alignment.sparql) does not generalize: adding a second 5(b) assessment would force either an alignment-query mismatch (the law's prescribed token differs from the new IUS's token) or a duplicate regulatory ICE per assessment. The class-prescribes pattern (Pattern A) lets one regulatory ICE serve any number of 5(b) assessments and matches the principled separation between abstract regulation and deployment-specific intent.The SPARQL alignment query already handles both patterns via its EXISTS branch (
?process a ?prescribedByLaw), so this is a no-behavior-change fix that aligns 5(b) with the Sentinel pattern and prepares 5(b) for additional worked examples.Test plan
python 03_TECHNICAL_CORE/scripts/run_pipeline.py(Sentinel default) — ALL CHECKS PASSEDpython 03_TECHNICAL_CORE/scripts/run_pipeline.py --system CreditScorer_001 --instances 03_TECHNICAL_CORE/ontology/ARCO_instances_creditscoring.ttl— ALL CHECKS PASSED🤖 Generated with Claude Code