Domains · AI Systems Edge

Trade terms, supplier diversity, and buffers keep essentials available under demand/logistics shocks.

Resilience • Trade • Supply

Price capital and liquidity so useful projects get funded without freezing during shocks.

Liquidity • Reserves • Settlement

Channels, reach, and ranking: teach and verify; optimize signal over noise with accessibility.

Comms • Trust • Accessibility

Morale, risk perception, and habit formation. Use evidence-based nudges; avoid fear cycles and fatigue.

UX • Nudges • Ethics

Rules, process, and institutions: clarity and due process with policy-as-code and auditable evidence.

Policy • Process • Standards

Align interests openly across boards and communities; disclose conflicts; measure consent.

Alignment • Coalitions • Stakeholders

Small moves, outsized effects. Build graceful degradation, buffers, and drill regularly.

Continuity • Risk • SRE

Collect less, secure the rest. Signed telemetry at the edge, strict retention, reproducible pipelines.

Provenance • Zero Trust • Edge

Models that route attention and decisions. Document data, test outputs, require human override when safety-critical.

AI • Evaluation • Human-in-the-loop

Detection, traceability, SOPs, and evidence preservation. Move fast, audit later; protect harmless research.

LIMS • Chain-of-custody • Privacy

Stories, curricula, and norms. Teach truth, competence, and mutual respect; archive history with sources.

Education • Archives • Citations

Identity-first access, secure software supply chain, and lifecycle patching. Aim for quiet reliability.

Zero Trust • SBOM • Patching