Identity
Continuity of the AI object.
RESEARCH & ARCHITECTURE
Researching the governed object.
CRU research asks what happens when computational objects can persist, evolve, interact, and execute under explicit governance independent of the infrastructure surrounding them.
01
From CRU to Living CRU
Living CRU explores how a governed computational object can evolve while maintaining continuity of identity, provenance, and governance.
Persistent Identity
Candidate Change
Governance Evaluation
Governed State Transition
Continued Identity
The object can evolve without losing the continuity that makes it the same governed object.
02
Governed Relationships — CRU-TR
Dench Labs is researching the CRU-Trigger Relationship as a separate primitive for representing governed relationships among events and objects.
CRU / Event
CRU-TR
Governance Evaluation
Governed Result
Related Object / Effect
CRU-TR can initiate governance. It cannot manufacture authority.
03
Governed Execution — CRU VM
CRU VM research asks whether the environment executing an action must also be the source of the authority permitting it.
Verification
Governance Evaluation
Controlled Execution
Trust and execution can be separated.
The objective is to investigate an execution boundary designed around governed computational objects—not simply to create another virtual machine.
GOVERNED AI
AI CRU
An AI CRU explores the AI instance itself as a governed computational object. Its identity does not have to be defined solely by the provider or infrastructure currently executing it.
Provenance
Where the object and relevant state came from.
Governance
Conditions governing the object.
State
Its evolving governed condition.
Relationships
Governed connections to other objects.
GOVERNED AI
AI Memory CRU
The AI and its memories are not the same object. AI Memory CRU explores high-value memory as a governed computational object with its own identity, provenance, integrity, lifecycle, and governance.
Retrieving a memory does not require accepting it into active context.
EDGE
Edge and Disconnected Governance
Distributed systems cannot always assume continuous connectivity. Research explores local verification, local governance evaluation, bounded offline capability, local enforcement, and later reconciliation.
Local Verification
Local Evaluation
Bounded Offline Capability
Local Enforcement
Later Reconciliation
Disconnected does not mean ungoverned.
VALIDATION
Validation Through Prototyping and Simulation
Architectural claims should be tested. Dench Labs is developing prototype and simulation environments to evaluate CRU behavior under realistic distributed-system conditions.
Latency
Measure governance and communication overhead.
Availability
Evaluate operation under service disruption.
Disconnected Operation
Test bounded local governance.
Governance Propagation
Observe effects of governed changes.
State Convergence
Evaluate reconciliation and consistency.
Adversarial Conditions
Test failure and hostile conditions.
The objective is to test the architecture, not to manufacture the result.
SECURITY
Security Research
Cryptographic verification alone does not make a distributed system secure. Research considers authority compromise, execution compromise, propagation boundaries, suspect or revoked states, and least privilege during disconnected operation.
INTELLECTUAL PROPERTY
Research and Intellectual Property
Dench Labs is developing intellectual property around Canonical Representation Units and related governed-object architectures.
Canonical Representation Unit · Living CRU · CRU-Trigger Relationships · AI CRU · AI Memory CRU · Governed Execution
Certain CRU technologies are patent pending. Patent-pending status identifies ongoing intellectual-property work; it does not imply that a patent has been granted or that every research direction described here is covered by a particular filing.
BUILD · TEST · REFINE
The research question.
What becomes possible when the computational object itself can persist as a verifiable unit of identity, state, capability, and governance?
Make the governed object persistent.
Make its evidence verifiable.
Make its authority explicit and bounded.
Then test whether the architecture holds.
About
The principles and boundaries guiding Dench Labs research.
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