Research collaboration
Joint research projects on concrete methodological questions: selection and annotation methodology, three-outlier validation, construct validity, inter-rater reliability (target: Cohen's κ ≥ 0.61).
Consortium partnership
Participation in consortium proposals for BMBF SIFO, Horizon Europe Cluster 3 (Civil Security for Society) and national funding lines. Public authorities are welcome as end-user components.
Data access via research clause
Structured data requests processable under research clauses (GDPR Art. 89 in conjunction with § 27 BDSG, plus sector-specific statutes where applicable) — with a prior MoU and a documented Data Protection Impact Assessment (DPIA).
Notified-body pre-assessment
Pre-assessment under AI Act Annex III (law enforcement). Outreach to TÜV SÜD, TÜV Rheinland and Bureau Veritas is in preparation; the architecture is designed for conformity (see Research Ethics). The deployer-side obligations — a Fundamental Rights Impact Assessment (Art. 27 AI Act) and registration in the EU database (Art. 49 AI Act) — are anticipated in the architecture.
Methodological advisory
Advisory on crowd-dynamics analysis, three-outlier model, civil-liberties architecture, demarcation from SPOT and the Berlin three-stage model, and reference-case methodology.
Trade-press contributions
Contributions in trade publications of the public sector (e.g. Behörden Spiegel) to communicate methodological content to practitioners.