The Research Agenda

Five questions that define a field.

Forever Spoken exists to establish a new scientific discipline focused on computational human identity. Our agenda is organized around five open questions, each a defensible research and societal problem.

Question 01

Representation

How should a human identity be computationally represented, so that values, judgment, personality, and lived experience are captured, not just facts and demographics?

Question 02

Authenticity Attributes

Which attributes most strongly influence whether a representation is perceived as authentic by the people who knew the person best?

Question 03

Measurement

How can authenticity be measured objectively and repeatably, so fidelity can be benchmarked and improved rather than merely asserted?

Question 04

Evolution

How should a digital identity evolve as new evidence arrives, while remaining faithful to the individual and never drifting into fabrication?

Question 05

Generational Trust

What governance mechanisms best preserve trust across generations, so a representation remains consented, accountable, and worthy of belief decades from now?

Why It Matters

We preserve information, but not continuity.

Every generation loses something irreplaceable. As people age and experts retire, the wisdom, voice, and context behind our records disappear. Advancing this agenda returns value across families, institutions, culture, and the field of trustworthy AI.

For families and aging adults

A grandparent's wisdom and stories stay reachable, reducing isolation and supporting connection that does not end when memory fades.

For institutions and the workforce

Critical expertise stays queryable after the expert retires. Mentorship scales and onboarding accelerates.

For culture and scholarship

Archives, founders, and elders enter living conversation with rigor and citation, continuing to teach.

For trustworthy AI

A governed model for how persistent AI remembers responsibly: consent-driven, auditable, and human-centered.