AI alignment

CELIA is making AI alignment operational by putting humans upstream of the data supply chain. The company serves data clients, data partners, and sovereigns, with focus areas including healthcare, insurance, brokerages, consumer markets, governance, public policy, and regulatory alignment.

data supply chain

Fetterman & Associates provides evaluation consultation services, helping clients use evaluation, artificial intelligence, and ethnography to accomplish their objectives. They offer constructive feedback, evaluation tools, insights, and credible results, and help clients learn to describe, monitor, evaluate, and improve their own performance. Primary areas include health, education, and industry evaluations.

empowerment evaluationethnographyevaluationgrant writingmanagement coachingmixed methodsqualitative methodsspeaking engagementsworkshops

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).

complex systems modelingcurriculum developmentedge inferenceelectromagnetic sensinginstrumentation designmodel evaluationnon-destructive testingpolymer characterizationRed Teamingsensor fusionspectroscopysynthetic biologysynthetic dataset generationSystem architecturetraining and upskilling