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Hillary Njuguna
Research Governance frameworks and structural analysis Field Notes Observations from active research Clauses Governance principles and constitutional fragments
The Orchestra Multi-model governance query engine CIR Assessment Five-dimension readiness diagnostic Bainbridge Diagnostic Identify governance failure exposure Governance Gate Demo Interactive governance gate in action
The Bainbridge Warning The governance doctrine (book) CIR v2.0 Readiness assessment framework — $50 Governed Intelligence Spec Formal multi-agent architecture — from $249 Martha Cohorts Team training program All Products Full product catalog
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Research Governance frameworks and structural analysis Field Notes Observations from active research Clauses Governance principles and constitutional fragments
The Orchestra Multi-model governance query engine CIR Assessment Five-dimension readiness diagnostic Bainbridge Diagnostic Identify governance failure exposure Governance Gate Demo Interactive governance gate in action
The Bainbridge Warning The governance doctrine (book) CIR v2.0 Readiness assessment framework — $50 Governed Intelligence Spec Formal multi-agent architecture — from $249 Martha Cohorts Team training program All Products Full product catalog
AboutContact

Governance

Governance Clauses

Clauses are the governance layer that crystallizes from the research corpus. They should behave like field nodes with provenance and support, not detached policy copy.

Open corpus Research archive
epistemic-safety

Intent Specification Requirement

Synthesised from analysis of the intent gap in AI deployment contexts. Related to CIR Dimension 1: Intent Specification.

candidateFebruary 27, 2026
#intent#alignment#monitoring
Open clause 19 linked nodes
agentic-behavior

Irreversibility Threshold Review Requirement

Derived from the Trust = Irreversibility Residue theoretical framework. Addresses the failure mode of discovering governance requirements at the point of crisis.

candidateJanuary 28, 2026
#irreversibility#trust#governance-review
Open clause 20 linked nodes
Hillary Njuguna

AI governance architecture for institutions deploying AI systems under real-world governance constraints.

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Intelligence Digest

Research dispatches written during the synthesis process.

Essential Reading

The Bainbridge WarningProject AuroraDCFB Theory

Research

ResearchField NotesClauses

Tools

The OrchestraCIR AssessmentBainbridge DiagnosticGovernance Gate Demo

Products

The Bainbridge WarningCIR v2.0Governed Intelligence SpecMartha Cohorts

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© 2026 Hillary Njuguna

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