Creator assistants that learn goals over time (Meta) and persistent agent memory (Microsoft, Google, AWS) are each publicly demonstrated. The tri-partite combination — an agent whose every decision is conditioned on a continuously reconciled predictive behavioural model of one creator, itself updated from measured cross-platform outcomes — is not identified in reviewed public material as a single described architecture.

Caution
Each constituent element is individually well demonstrated. The position depends on the coordinated interaction, which requires careful specification drafting.

Recommendation systems predict viewer interest with great sophistication, but they act for the platform. A viewer-principal agent maintaining a viewer-owned twin and proactively retrieving content across independent platforms before an explicit search is not identified in reviewed public material.

Caution
Assess against personal assistant and proactive-notification prior art, which is extensive; the distinguishing feature is the cross-platform viewer-owned twin.

Content ID demonstrates intra-platform derivative identification with automated rights action; Content Credentials demonstrate signed provenance. Resolution of derivatives across modality changes and across unaffiliated platforms, combined with provenance state and autonomous rights-agent action, is not identified in reviewed public material as a single architecture.

Caution
Fingerprinting and matching prior art is dense. The functional distinction must be cross-modality semantic identity, not matching as such.

Agent-to-agent protocols (A2A), connected agents (Microsoft) and enterprise commercial agents (Salesforce) are publicly demonstrated. Negotiation between agents representing opposed commercial principals, with entitlement checking and approval thresholds, and with negotiation outcomes written to both twins, is not identified in reviewed public material.

Caution
Automated negotiation systems have a long prior-art history in other domains; novelty likely lies in twin-derived valuation and outcome write-back.

Single-platform audience analytics and monetisation prediction are mature. Audience overlap, migration and loyalty inference across independent platforms, feeding a creator twin that predicts monetisation outcomes, is not identified in reviewed public material.

Caution
Cross-platform measurement products exist in advertising; assess whether the technical function differs materially.

All four components are individually demonstrated across the reviewed companies. Their coordinated operation, where the graph supplies relational context, memory supplies outcome history, the twin supplies prediction and the orchestrator generates and executes the workflow, is the central technical proposition and is not identified in reviewed public material as a described whole.

Caution
This is the combination on which the strongest position appears to rest; it is also the most demanding to specify concretely.

Notification prioritisation and journey timing are publicly demonstrated on the sender side. Suppression executed for the recipient, based on the recipient's predicted future relevance, with the suppression decision itself evaluated against later behaviour, is not identified in reviewed public material.

Caution
Narrow but clean; suitable for a focused dependent claim family.

Adobe demonstrates an enterprise content supply chain with feedback; Google demonstrates creator lifecycle and rights within one platform; Salesforce demonstrates commercial orchestration. A single architecture spanning creation through rights management and commercial execution for independent creators across independent platforms is not identified in reviewed public material.

Caution
Adobe's public direction is converging on this; priority timing and specificity of embodiment matter. Requires further technical/legal analysis.