Doyle-Spare Research
Doyle-Spare Research

Constructs

A connected system of operating principles, runtime controls, evidence, risks, threats, and economic consequences for agentic AI governance.

Foundation

Agentic 3 C's Framework

The operating principles for reasoning-layer governance: Context, Control, and Coordination.

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Foundation

Reasoning Layer

The runtime surface where an agentic system resolves the operational meaning of a term before it acts, above model inference and below execution.

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Foundation

Reasoning Baseline

The approved and versioned expression of institutional meaning against which a runtime interpretation is evaluated.

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Foundation

Operational Interpretation

The resolved meaning under which an agentic system would act at a given in-scope decision.

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Runtime Architecture

Semantic Control Plane

The runtime governance architecture for the reasoning layer, composed of Ontology, Semantic Layer, and Knowledge Graph, that executes the Pre-Execution Assurance Protocol at every in-scope agentic decision.

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Runtime Architecture

Runtime Semantic State

The evidentiary representation of an agent's resolved Operational Interpretation at a given in-scope decision, available to institutional governance.

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Runtime Architecture

Pre-Execution Assurance Protocol

The five-step runtime sequence the Semantic Control Plane runs for every governed decision before authorization is emitted into execution.

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Runtime Architecture

Authorized Ambiguity

The condition in which the Reasoning Baseline resolves to a governed set of operationally valid variants.

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Applicability

Adjacent Governance Surface

A runtime architectural surface at which the institution holds governance authority over Operational Interpretation as a pre-execution governance object tied to authorization emission.

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Applicability

Runtime Governance Applicability Test

The architectural test that determines whether a deployment exposes the runtime representations the Semantic Control Plane requires at the reasoning layer.

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Measurement

Semantic Deviation Index

A proposed measure of divergence between the authorized Reasoning Baseline and the agent's Runtime Semantic State.

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Measurement

Component Scores (I, P, C)

The three bounded SDI divergences: Intent Mismatch, Path Deviation, and Control Bypass Probability.

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Measurement

Threshold Zones

The four SDI bands: Normal, Warning, Intervention, and Breach, each mapped to a Gate decision.

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Measurement

Governance Thresholds

Institution-calibrated zone boundaries set according to risk appetite rather than universal semantic-truth thresholds.

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Verification & Enforcement

Verification of Runtime Semantic Resolution

The verification activity performed before the Gate decision to determine whether Runtime Semantic State remains within the institution's authorized Reasoning Baseline and applicable scope.

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Verification & Enforcement

Deterministic Gate

The semantic authorization component that converts the Semantic Deviation Index and institutional policy into a deterministic decision: Permit, Permit with Flag, Hold, or Mandatory Hold.

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Verification & Enforcement

Human-in-the-Loop Protocol

The exception path invoked when the Gate holds or a protocol failure requires institutional human authority.

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Authority & Execution

Semantic Authorization

The governance determination that an agent's Operational Interpretation remains within the authorized Reasoning Baseline.

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Authority & Execution

Authorization Emission

The architectural event that converts Semantic Authorization into downstream Execution Authority.

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Authority & Execution

Execution Authority

The downstream state permitting an autonomous system to proceed with an action after governance conditions are satisfied.

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Evidence & Assurance

Runtime Semantic State Record

The structured per-execution artifact capturing the authoritative Reasoning Baseline, the agent's Runtime Semantic State, the Semantic Deviation Index, the Gate decision, and the operational context.

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Evidence & Assurance

Semantic Audit Trail

The aggregate institutional record of Runtime Semantic State Records across agentic decisions over time.

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Evidence & Assurance

Reconciliation Gap

The institutional condition in which what was authorized and what was executed cannot be reconciled per execution because the required evidence was not captured when authorization crossed into execution.

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Evidence & Assurance

Epistemic Stability

The operational stability of authorized meaning across semantic, reasoning, and execution layers.

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Evidence & Assurance

Two Questions of Control

The supervisory test: did the control fire, and did it evaluate the agent's runtime interpretation against the institution's authorized definition?

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Risk & Propagation

Runtime Semantic Divergence

The single-decision condition in which Runtime Semantic State departs from the institution's authorized Reasoning Baseline.

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Risk & Propagation

Agentic Workflow Drift

The cumulative institutional operating-state degradation that emerges when unauthorized resolutions are repeatedly executed at the reasoning layer without runtime governance.

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Risk & Propagation

Agentic Workflow Subversion

The institutional condition in which an agentic workflow proceeds under an unauthorized resolution.

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Risk & Propagation

Agentic Blast Radius

The propagation surface across which an upstream agent's resolved state flows into downstream agentic decisions.

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Risk & Propagation

Systemic Semantic Contagion

The cross-institutional condition in which an unauthorized operational interpretation arises simultaneously through shared semantic infrastructure.

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Risk & Propagation

Semantic Concentration Risk

Exposure to shared runtime semantic-resolution infrastructure across a regulated population.

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Risk & Propagation

Definitional Divergence

The condition in which enterprise systems define the same control term differently.

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Risk & Propagation

Invisible Failure

The condition in which controls fire correctly but evaluate against meaning that has already shifted from what was authorized.

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Risk & Propagation

Authority Decay

The supervisory condition in which the institution's authoritative definition remains formally intact but operational practice drifts away from it over time.

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Risk & Propagation

Reasoning Layer Risk

Risk arising where meaning is resolved before execution and no existing risk category directly observes it.

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Risk & Propagation

Control Inheritance Assumption

The assumption that testing component systems validates the meaning synthesized at their integration surface.

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Adversarial Integrity

Semantic Layer Integrity Attack

A candidate cross-system cyber threat class targeting the representations from which the Semantic Control Plane infers Runtime Semantic State.

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Adversarial Integrity

Semantic Substrate Validation

A pre-execution checkpoint confirming that key control terms resolve consistently against a governed baseline.

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Adversarial Integrity

Semantic Spoofing and Definitional Tampering

Falsified meaning presented as authoritative and unauthorized modification of the working operational definition.

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Economics

Preventable Computation

Additional reasoning, tool use, downstream execution, failure-related review, audit, or remediation that would not occur if an institutionally available runtime control held an unauthorized or materially divergent trajectory at the earliest governable checkpoint.

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Economics

Token Liability

The inference-cost component of Preventable Computation: token expenditure attributable to a trajectory that an institutionally available runtime control could have held before further execution.

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Economics

Economic Blast Radius

The incremental downstream cost attributable to an unauthorized interpretation after it enters execution.

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Economics

Governance Cost Stack

The taxonomy of cost domains agentic governance acts on, from inference through propagation, review, audit, remediation, and governance latency.

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Economics

Governance Latency

The structural lag between agent execution and the institution's ability to validate that execution rested on authorized meaning.

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Economics

Governed Semantic Reuse

The controlled reuse of previously authorized semantic artifacts under matching runtime conditions.

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Economics

Externalized Institutional Knowledge

Governed institutional meaning maintained outside the inference context and supplied selectively at runtime.

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Economics

Institutionally Available Control

A runtime control the institution could have applied at the governable checkpoint under the specified control environment.

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