HIP
Humanitarian Intelligence Platform
Live - MVPAggregates and synthesizes crisis data from 25 global humanitarian sources: OCHA FTS, OCHA HRP, FewsNet, FAOStat, OCHA Key Figures, OpenCorporates, GDELT, World Bank, ReliefWeb, IATI, UNHCR, IOM DTM, WHO GHO, WFP DataBridges, HDX HAPI, OCHA COD AB, IPC, NASA FIRMS, OSM Overpass, ACLED Open, UCDP, OCHA OPT Needs, Nutrition Surveys, and others. The platform surfaces accountability gaps, data quality issues, and aid distribution anomalies across complex humanitarian emergencies. Built on a custom data pipeline designed to be rerun across new sources, geographies, and crisis types as they emerge. Cloudflare for edge delivery.
Crisis intelligenceCustom data pipelinesAccountability gapsEdge delivery
LinkedCulture
Unified Cultural Search
Live - MVPA layered discovery prototype for open-access cultural heritage records across major museum collections. LinkedCulture combines keyword retrieval, semantic similarity, multilingual search, topic clustering, and shareable visual interfaces while preserving the institutional record as the authoritative object shown to users. The architecture places AI at the representation layer, not the interpretation layer: AI helps records become findable, but does not rewrite or replace museum metadata. Built on Ollama embeddings and Qdrant with a custom ingestion pipeline that can be rerun against updated collections and extended to additional institutions.
Published researchSemantic searchKeyword searchEmbeddingsVector DBClusteringOpen access collections
Field
Unified Field Intelligence System
Active DevelopmentA JSON schema-driven data entry system designed for researchers working without connectivity. Stores locally, syncs on reconnection, and can generate static websites from collected data for immediate sharing. Built for field scientists, ecologists, and conservation teams.
Offline-firstJSON schemaLocal storageStatic publishing
DPRM
Digital Platform Risk Management System
Active DevelopmentEnter a domain and DPRM discovers all subdomains, then runs comprehensive tests covering certificates, availability, accessibility, security headers, CMS detection, governance signals, and risk scoring. Produces an executive risk report. Designed for institutions that don't know what they're running.
Subdomain discoveryRisk scoringAccessibilityGovernance signals