complex systems modeling

DataToEngage, operated by Futuwwa LLC, develops knowledge and data products and training workshops for communities across the US and Canada. Its services help communities assess, engage, research, implement, and evaluate evidence-based community-driven strategies, and help institutions with limited resources use local data and knowledge for local decision-making and strategic planning.

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concept mappingdata visualizationFocus groupsGISgrant writinggroup model building workshopsInteractive dashboardspredictive modelingproposal developmentspatial analyticsstatistical modeling

Hitherto AI develops ethical, relational, and enduring forms of intelligence for organizations and research environments. Its work spans research, architecture, consultancy, and education, including AI alignment, model evaluation, federal and enterprise training, and red teaming. It operates through Flux Hall (learning wing), Reason Forge (ethics lab and philosophical gymnasium), Friction Lab (trauma-informed red teaming), and Fathom Lab (closed R&D facility).

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AI alignmentcurriculum developmentedge inferenceelectromagnetic sensinginstrumentation designmodel evaluationnon-destructive testingpolymer characterizationRed Teamingsensor fusionspectroscopysynthetic biologysynthetic dataset generationSystem architecturetraining and upskilling