Mission Statement
Advancing Technology for Humans and Bots with Privacy in mind.
Major Research Areas
- Private AI/ML: Developing machine learning models that learn from sensitive data without compromising individual privacy.
- Private IoT: Building secure and decentralized IoT solutions that protect user data and privacy.
Latest Update
Time
12/10/2025The below is an evolving thought process on how to deal with information aging out in machine learning models.
Information aging out for learning (human and machine) requires thinking about the problem space from two different angles: 1.) Embeddings 2.) Weights / Models
Of which there are three scenarios: 1.) Explicitly dated information 2.) Implicity dated information 3.) Undated information
Of sources across a different set of vectors: a.) Mostly Trusted b.) Untrusted
from multiple sources including, but not limited to:
- Books (our olde...