EVIDE Research Series
Governance is not event recording. Governance is transformation qualification.
The formal research foundations behind EVIDE. Two working papers, developed in sequence, that define first what accountability-relevant meaning must survive a boundary crossing, and then how a running system continuously verifies that it has.
Recursive Semantic Governance (RSG)
Preserving Accountability Across AI Boundary Transformations
Current AI governance architectures treat accountability as a collection of discrete, static artifacts - audit logs, explainability outputs, snapshot-based compliance states. This model fails at the boundary: the moment a decision crosses from one system, agent, or governance layer to another. RSG replaces static event accumulation with state transformation qualification, and formally defines what accountability-relevant meaning must survive a boundary crossing for responsibility to remain attributable.
- Semantic Custody - measurable preservation of governance-relevant meaning across boundaries
- Governance Vectors - structured accountability state: Decision, Authority, Intervention, Threshold, Continuity, Evidentiary
- Boundary-Trained Connectors - controlled semantic translation between governance layers
- Recursive Boundary Alignment - iterative stabilization cycles at every crossing
- Recursive Evidentiary Governance - externally anchored, independently verifiable governance chronology
- Formal notation: G\u207f(t), semantic divergence \u0394s, causal persistence C\u209a
- Four canonical architectural diagrams, incl. Recursive Drift Amplification
- Eight governance failure mode characterizations
- Full end-to-end walkthrough: AI-assisted insurance claim processing
- Positioning vs. MCP, LangChain/LangGraph, AutoGen, EU AI Act, NIST AI RMF, ISO/IEC 42001
Governance Loop Engineering (G-LOOP-E)
Continuous Verification of Accountability Survivability Across Recursive Boundary Crossings
RSG answers the question of what must survive a boundary crossing. It does not, by design, specify how a running system continuously confirms that survival holds between crossings, across many iterations, inside a live orchestration pipeline. G-LOOP-E is the operational layer built directly on RSG primitives that closes this gap - reframing the exit condition of an iterative system loop away from behavioral convergence and toward accountability verification.
- Governance Heartbeat - a recurring verification pulse, scheduled or event-triggered
- Governance Preservation Loop (GPL) - the formal verification cycle: CONTINUE, DEFER, HALT
- Reconstructability Test - can accountability still be independently reconstructed if the process stopped now
- Inspector Independence - executive isolation and semantic asymmetry against correlated failure
- Scheduled vs. triggered heartbeats, with deadband and refractory period against trigger cascades
- The DEFER Budget - bounding cumulative, undetected degradation across consecutive cycles
- Four verification depth levels (D0\u2013D3), independent of heartbeat frequency
- Six loop-specific failure modes, incl. Convoy Drift and Silent Decoupling
- The Convoy Model - an illustrative figure for non-technical stakeholders
Ongoing Research
Both papers are living working papers, developed inside the EVIDE Governance Lab and updated as the framework matures. Future research directions - including a Governance Recovery track beyond CONTINUE / DEFER / HALT - are documented in each paper's closing section.
The boundary is where governance succeeds or fails. The loop is what keeps asking, between boundaries, whether it still can.
This series continues as the EVIDE Governance Lab's research develops.