Skip to content

RESEARCH

Research on Actor Trust

Proof of Actor is in research and development. We publish the thesis, the model and the open questions. We are selective about implementation detail, because detection techniques that are published become easier to evade.

Open questions

What we are working on

These questions shape the infrastructure. If you research any of them, we would like to hear from you.

Q1

Measuring human control without surveillance

What is the minimum evidence that supports a confident claim of human control, and how should confidence be communicated so it is never mistaken for certainty?

Q2

Graded AI participation

How should AI involvement be expressed across a spectrum from none to autonomous, in a way that is useful to policy and fair to people who use AI openly?

Q3

Portable, revocable delegation for agents

How can a principal grant an agent scoped authority that third parties can verify per action, and withdraw it instantly?

Q4

Selective disclosure in attestations

How can an attestation prove "verified human" or "authorised to spend up to $500" without revealing who the human or principal is?

Q5

Continuity across a session

How should a trust claim decay or persist as a session continues, so evidence gathered at login is not mistaken for evidence about later actions?

Q6

Interoperability with emerging standards

How should actor attestations relate to existing identity, credential and agent-protocol standards rather than competing with them?

Essays

Foundational essays

Published in English.

Differentiation

Adjacent categories, and the question they leave open

Each of these is valuable. None alone answers who or what is actually acting, how much human control exists, and who is accountable.

ApproachAnswersProof of Actor also asks
Identity verificationWho are you?Who is acting right now?
Bot detectionDoes this traffic look automated?Is automation occurring, is it legitimate, and who stands behind it?
Proof of personhoodAre you a real human?Are you currently present and controlling this interaction?
Agent identityWhich agent is this?Who authorised it, what authority does it have, and is this action inside that authority?
Deepfake detectionDoes this media appear synthetic?Regardless of how the media was produced, who is actually responsible for this interaction?
AuthenticationCan this entity access this account?Who or what is actually performing this action right now?

An emerging, not empty, category

Market activity validates the need. Investors and builders increasingly describe proving you are human online as a major internet trust problem, and existing approaches cover adjacent pieces:

  • Identity and authority infrastructure for AI agents
  • Consumer-to-agent authorisation services from credit and identity providers
  • Know Your Agent and agent-to-human binding from verification providers
  • Verified bots and signed agents at the network edge
  • Continuous human verification
  • Proof of personhood systems

Our focus is the broader Actor problem: not merely who owns an identity and not merely whether automation exists, but who or what is actually acting in a specific interaction, how much human control exists, and who is accountable.

Standards we build alongside

Proof of Actor is designed to complement existing and emerging work, not replace it.

WebAuthn and passkeys
Phishing-resistant authentication that proves possession of a credential.
W3C Verifiable Credentials
A data model for cryptographically verifiable claims and selective disclosure.
OAuth 2.0 delegation
Established patterns for granting scoped access to applications.
Remote attestation (IETF RATS)
An architecture for conveying evidence about a system's state to a relying party.
HTTP message signatures for bots and agents
Emerging work letting automated clients identify their operator cryptographically.
Agent payment and commerce protocols
Industry protocols for how agents hold credentials and complete checkout.

Researchers and standards communities

Identity, WebAuthn, agent protocols, privacy, cryptography and trust infrastructure. Follow the research or start a conversation.

Follow the Research

Help build the Actor Trust Layer.