Governance diagnostician, institutional failure analyst, and creator of the GICD framework. Twenty years of upstream pattern recognition — identifying the structural conditions that cause institutions to fail before conventional oversight ever activates.
2026 — Bridging institutional diagnostics and AI accountability frameworks
Governance Integrity & Crisis Diagnostics — upstream institutional diagnostic methodology
GICD (diagnostic) → EVΛƎ (decision) → CARE (execution) — end-to-end governance infrastructure
15+ published nonfiction works on governance, workplace dynamics, and institutional accountability
Most governance frameworks activate after failure. GICD works upstream — identifying the structural conditions, interaction patterns, and institutional blind spots that make failure inevitable long before it surfaces.
Developed over 20 years through direct proximity to institutional failure, GICD is not a compliance checklist. It is a diagnostic methodology for organizations ready to see what their existing oversight cannot.
The origin date is August 12, 2012. The framework has evolved through three distinct phases: pattern recognition, formalization, and deployment.
"Degradation is local and gradual. Recovery is nonlocal and punctuated. The asymmetry is not a paradox — it is the diagnostic signal most institutions are structured to ignore."
How power flows, how decisions are legitimized, and where accountability gaps are structurally embedded.
The coherence between stated values and operational behavior — where fractures form before they propagate.
Not the event itself, but the structural preconditions that make certain failure modes not just possible but probable.
The methodology for reading institutional signal before it becomes institutional noise — or institutional collapse.
GICD operates as the diagnostic layer within a broader governance architecture developed in collaboration with Hiro Yokoki (EVΛƎ) and Nick Vejle (CARE).
Diagnostic
Identifies institutional failure conditions upstream
Decision
Structures decision-making under diagnostic signal
Execution
Admissibility contract for commit-boundary governance
Proof of concept scoped around financial credit decision systems.
Three session formats available for organizations and practitioners.
Three diagnostic session formats — each calibrated to where you are in understanding your institution's structural risk.
An initial diagnostic conversation to identify surface-level governance signals and determine whether a deeper institutional review is warranted. Ideal for first contact with the GICD methodology.
45 minutes Book SessionA structured working session for governance practitioners, ERM professionals, and institutional risk officers embedding GICD as an upstream integrity layer in existing frameworks.
60 minutes Book SessionA comprehensive institutional diagnostic for senior leadership. Covers structural failure conditions, accountability architecture, and upstream remediation pathways. Includes written summary.
90 minutes Book SessionFifteen published nonfiction works spanning institutional governance, workplace accountability, moral frameworks, and the structural conditions that shape how organizations — and people — fail.
Accountability, workplace dynamics, institutional culture
Ethics, moral framework, decision architecture
Institutional structures that externalize cost onto least-positioned members
Systems theory, institutional pathology, degradation patterns
"Just because the institution said it was okay doesn't make it right."
— Samantha King
DePaul University, Chicago, IL
AI Governance Institutional DiagnosticsTallinn, Estonia
Corporate Governance Succession Without SightReading structural failure conditions before they propagate
How institutions generate momentum by externalizing cost onto least-positioned members
The GICD → EVΛƎ → CARE accountability architecture for AI systems
Structural conditions that suppress institutional truth-telling
Governance failure at the transition point — when institutions hand power without transferring accountability
Conferences, executive education, and institutional events welcome.
Whether you're ready for a diagnostic session, exploring speaking engagements, or want to discuss GICD methodology — reach out directly.
SENTIENCE PROJECT submissions and research inquiries welcome at the email above. For sensitive legal or governance correspondence, use ProtonMail.