Workstream 01
Typed capability and evidence exchange envelopes
AI Labs FutureWorks Research profile
Scoped exchange of identity, capabilities, results, and evidence across independently governed AI systems.
A Compacitas research initiative
Neural InterchangeFederation
Neural Interchange investigates continuity and collaboration across changing models and independently governed agent systems. The documented exchange model carries mission identity, counterpart identity, protocol version, permitted scope, provenance, expiry, and evidence status. The research focus is how selected context and reviewed experience can move without silently transferring authority or private memory. Delivery, acknowledgment, result receipt, and verification are separate states, and imported lessons require their own evidence and applicability checks.
The research question
Research workstreams
Typed capability and evidence exchange envelopes
Identity, consent, expiry, revocation, and counterpart verification
Cross-system replay and continuity without automatic trust inheritance
Evidence priorities
The initiative is framed around testable questions. Its research direction should be assessed against observed evidence and the limits of each experiment.
Research goals and proposed mechanisms are not established findings. Product-linked tracks describe the research behind a capability, rather than a claim that its hypotheses have been validated.
Associated company
The verifiable civilization runtime for model governance, scheduling, optimization, and authorized compute federation.
Explore Compacitas
MultiplexCompacitas · Prototype
Scheduling many persistent agent identities across bounded model residency and physical compute.
AletheonCompacitas · Protocol in development
A controlled emergence ecology for testing persistent identity, history, diverse substrates, and governance needs.
Verifiable Civilizational LearningCompacitas · Proposed study
Testing whether verified experience can accumulate outside model weights and survive complete agent and model turnover.