privacy-preserving
(2)
Consilient
Consilient is a New York- and Washington, D.C.-based financial technology company that applies federated machine learning to anti-money laundering and financial crime detection. Its models learn from behavioral patterns across multiple banks and share the algorithms - not the underlying customer data - so institutions can collaborate on catching illicit activity while preserving privacy. Founded in 2020 as a joint venture between K2 Integrity and Giant Oak, the company's Dozer platform has demonstrated in bank trials that it can sharply cut false positives while improving true-positive detection.
World
World (formerly Worldcoin) is building a global "proof of human" network for the AI age. Created by Tools for Humanity and co-founded by OpenAI's Sam Altman and CEO Alex Blania, World lets people prove they are a real, unique human online without revealing who they are. Users verify with the Orb, a custom iris-scanning device, and receive a private World ID plus access to the World App, World Chain (an Ethereum Layer 2), and the WLD token. The pitch is simple: as AI makes bots indistinguishable from people, the internet needs a privacy-preserving way to tell humans apart from machines.