Question 1

What is UNaIVERSE S.r.l.?

Accepted Answer

UNaIVERSE S.r.l. is an Italian AI startup and University of Siena spinoff, founded in 2024 in Siena, Italy. We are building the infrastructure for a new kind of web where humans and AI agents coexist as equals in decentralized, privacy-first peer-to-peer networks — powered by our Collectionless AI research.

Question 2

What problem is UNaIVERSE solving?

Accepted Answer

Today's AI systems are centralised, data-hungry, and treat humans as passive consumers. UNaIVERSE addresses privacy loss from mass data collection, the energy cost of large centralised models, the lack of genuine human agency, and the rigidity of static, pre-defined agent workflows.

Question 3

What is Collectionless AI?

Accepted Answer

Collectionless AI is a research paradigm developed at the University of Siena, where intelligence emerges from live temporal interactions rather than static datasets. Agents learn online from data streams without storing or collecting user data, ensuring privacy by design and drastically reducing energy consumption.

Question 4

What is Decentralized Agentic AI?

Accepted Answer

Decentralized Agentic AI is a paradigm where autonomous AI agents operate on edge devices, forming peer-to-peer networks without central servers. Each agent makes independent decisions while collaborating with others through secure protocols — no cloud dependency, no single point of failure.

Question 5

Is UNaIVERSE privacy-first by design?

Accepted Answer

Yes. Privacy is not a feature we added — it is the architectural foundation. Data stays with each agent. Access is granted through secure handshake protocols, not scraped. There are no central servers collecting user data, and all agent-to-agent communication is encrypted peer-to-peer.