Legal components.
Federation as protection.

Dispute letters with statutory citations. AG complaint routing. Pattern detection with k-anonymity. Accountability scoring with time-decay. Deletion-resistant by design.

The deletion problem

In 2025, the federal National Law Enforcement Accountability Database — launched December 2023, designed to track officers who move between departments — was deleted. Every centralized database has a single point of failure. The federation protocol is the architectural answer: decentralized accountability data that cannot be deleted by any single actor.

Chicago's Civic Police Data Project, Louisiana's LLEAD, and NYC's LELU are bespoke builds requiring massive technical capacity. The federation + pattern detection + k-anonymity stack creates the first replicable, deletion-resistant accountability system.

Components that recombine across legal and rights

Legal Citation Engine (5 states)Dispute Letter Generator (7 types)AG/Complaint RoutingTime-Decay Pressure ScoringFederated Pattern Detectionk≥11 Privacy SuppressionFederation ProtocolCEFR-Tiered Legal RightsBilingual ContentChain Tracing

These components assemble for tenant unions (building-level complaint tracking + landlord accountability + jurisdiction-specific demand letters), court watching programs (judicial behavior scoring + cross-jurisdiction comparison), public defenders (caseload pattern detection + sentencing disparity analysis), immigration detention monitoring (conditions documentation + multilingual tools + no central database to subpoena), and anti-trafficking networks (cross-border pattern detection without centralizing victim data).

Tenant unions have zero purpose-built technology despite being one of the fastest-growing grassroots sectors. Court watching programs still use pen and paper — one St. Louis program saw an 88-to-78% reduction in no-bond recommendations coinciding with court watch implementation.

Consumer protection

The $45.4 billion self-storage industry auctions ~155,000 units/year with 70%+ notice violations. NYC sued Extra Space Storage in February 2026 — the first DCWP lawsuit against a storage company. No platform exists combining dispute letters + AG routing + corporate accountability tracking + federated pattern detection in any consumer protection context.

Open source that extends the base

Docassemble (guided interviews), Uwazi (human rights documentation), Ushahidi (crisis mapping), and ODK (field data collection) — curated from the global civic tech ecosystem to fill domain-specific gaps that complement NinoTech's 74 components without replacing them. Browse the full ecosystem →

Every deleted database proves the point. Build deletion-resistant.

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