VCTCompleted
Velorin Continuity Testbed
An executable case study of omitted lineage and coverage-conditioned release. The record retains its bounded internal comparison and external negative result.
Independent research program
Intelligence
that persists.
Agency that stays
accountable.
Investigating how AI systems remember, exercise initiative, and work with people over time.
Research with explicit limitsMemory · Scope · Coordination · Judgment
01 / Research directions
What should grow
with intelligence?
Knowledge, continuity, and the capacity to contribute. Each research direction asks how those gains can coexist with clear limits on authority.
01020304
Persistent Agents
Memory, identity, and stable behavior across time, correction, and changing context.
Continuity, provenance, recoveryAgency & Scope
How agents acquire, exercise, and relinquish scope while remaining accountable to human judgment.
Authorization, scope dynamics, oversightCollective Intelligence
How multiple agents might coordinate and accumulate knowledge without accumulating uncontrolled authority.
Coordination, shared knowledge, accountabilityHuman–AI Partnership
Systems that can question, advise, negotiate, challenge, and push back while preserving human judgment.
Judgment, initiative, human agency02 / Project register
Work in the open record.
Read the project record
VCEActive
Velorin Continuity Evaluation
An ongoing evaluation program examining continuity and governance through deterministic evaluation, synthetic cases, and adversarial review.
ASDSimulation-first
Agency Scope Dynamics
A staged investigation of how agent scope changes over time. Controlled simulation and instrumentation precede collective-intelligence experiments.
A governing principle
Compound knowledge
without compound authority.
An agent may question, advise, negotiate, challenge, and push back. It must not override human judgment or grant itself a wider mandate.
Our approach03 / Evidence standard
Make the claim.
Keep the boundary.
A research direction is not a demonstrated capability. Results, unknowns, and tests that could overturn a conclusion have distinct places in the record.
What the record supports.
State the observation, its source, and the conditions under which it holds.
What remains unresolved.
Keep uncertainty visible when the evidence cannot settle a question.
Where an idea did not hold.
Retain failed comparisons and transfer attempts as part of the evidence.
What could change the claim.
Define a bounded test capable of contradicting the current explanation.