Research BriefDigital Identity & Trust · 15 May 2025
← FUURAA Frontier Research™
Research domain 02
AI Identity & Memory
Continuity requires more than a session and more than a name.We examine machine-readable identity, authority, provenance, long-term memory and the relationships that allow an AI system to remain useful without losing privacy, context or accountability.
Research direction—not a product announcementBilingual · Source-linked · Evidence-labelled
FUURAA conceptual visualOpen research questions
Questions that should remain visible while the field moves.
- 01
What should constitute an agent’s identity across tools, organisations and time?
- 02
How can memory remain useful, correctable, permissioned and privacy-preserving?
- 03
How can authority and provenance be verified without excessive data collection?
Reference points
Public work informing this research direction.
These sources are independent references. Listing does not imply collaboration, approval or endorsement.
01W3C
Verifiable Credentials 2.0
An interoperable, privacy-aware foundation for machine-verifiable claims.
Open canonical source ↗02NISTAI Agent Security and Identity
Public standards work connecting identity, authorisation and secure adoption.
Open canonical source ↗03FUURAA Frontier LibraryMemory, credentials and provenance signals
A bilingual evidence trail maintained from checked primary sources.
Open canonical source ↗Related publications
Evidence reviewed through the FUURAA research lens.
Research Brief
Research BriefMemory & Long Context · 24 April 2025
Long-Lived AI Requires More Than a Larger Context Window
MELODI explores layered memory compression for long contexts, offering a research path toward systems that preserve useful information over time without retaining every detail at equal cost.Research summary · Google DeepMindRead publication →
Research BriefAgent Infrastructure · 17 February 2026
Why AI Agents Need Infrastructure, Not Only Stronger Models
NIST’s 2026 AI Agent Standards Initiative puts interoperability, open protocols, security and agent identity at the centre of trusted adoption.External insight · NISTRead publication →Live evidence radar
Recent signals connected to this domain.
ObservedSubtleMemory research team · 4 June 2026
Long-term memory needs relation awareness
SubtleMemory tests whether agents distinguish complementary, nuanced and contradictory memories instead of retrieving isolated similar passages.
→EmergingSubtleMemory research team · 4 June 2026
Contradictions should not be silently merged
Persistent assistants accumulate records that may diverge as people, plans and circumstances change.
→ForecastSubtleMemory research team · 4 June 2026
Memory quality will be tested through downstream decisions
The benchmark separates preservation, retrieval and reasoning stages, showing that successful storage alone does not ensure correct assistance.
→ObservedJAMA Pediatrics · 1 June 2026
Most youth chatbot use was not disclosed
A majority of surveyed young users had not told anyone they were using chatbots for mental-health advice.
→ForecastJAMA Pediatrics · 1 June 2026
Clinician–AI disclosure pathways will emerge
FUURAA forecasts consent-based ways for users to share relevant chatbot interactions with clinicians without exposing entire private histories.
→EmergingOrganisation for Economic Co-operation and Development · 28 May 2026
Comparable disclosure creates a common trust language
Common reporting fields make it easier to compare risk assessment, security, accountability and transparency practices across organisations.
→EmergingOrganisation for Economic Co-operation and Development · 28 May 2026
Annual AI governance updates will become normal
The framework invites organisations to refresh disclosures each year, recognising that models, uses and controls evolve.
→ForecastGoogle DeepMind · 7 May 2026
Machine-discovered methods will need auditable provenance
As autonomous search contributes to consequential engineering and scientific results, knowing which model, prompt, evaluator, data and human decision produced a method becomes part of its credibility.
→Keep the question open
Research advances when evidence, engineering and criticism can meet.
Researchers, engineers, universities and public institutions may propose sources, corrections or areas for structured review.