Research
The Doctrine of Intelligence Pluralism
A framework for reliability through structured, role-separated intelligence rather than one synthetic authority.
AI governanceensemble reasoningresearch
Publications
Formal writing, research notes, frameworks, and specifications.
Publications are durable pieces: papers, essays, white papers, reports, and formal framework work. Short-form public thinking lives separately in Insights.
ResearchSpecificationFrameworkReportEssay
Open on Zenodo
Specification
The ELEANOR Governance Specification - Runtime Architecture v2.1
A technical specification for execution, escalation, evidence capture, and governable model behavior.
runtime governanceauditabilityspecification
Framework
Jurisprudential Governance for AI (ELEANOR)
A rights-based governance framing for controlled AI execution under uncertainty and institutional authority.
ELEANORrightsoversight
Report
Routing Uncertainty in AI Systems
An argument that uncertainty should trigger routing, escalation, abstention, retrieval, or human review.
uncertaintyhuman reviewoperations
Framework
Ensemble Software Engineering
A practical method for using specialist roles, repeatable packs, and comparative review in AI-assisted engineering.
engineeringrolesreview
Essay
Governance Systems for Consequential Decisions
A concise operating thesis for designing decision systems around authority, evidence, escalation, and review.
governanceproduct strategyinstitutions