Newsletter / Articles
Educational and reflective articles on AI-assisted decision exposure, real authority, evidence, escalation, reconstructability and human judgement.
From formal governance to decision reality.
This article library is designed for governance, legal, compliance, AI oversight and executive teams that need clearer language for risks hidden behind formal process, human sign-off and incomplete reconstruction.
Published articles
Select an article to read the full HTML version, open the public PDF briefing, or study the prepared NotebookLM companion.
AI Governance Needs a Third Decision Layer
Strategic thinking sets direction. Systems thinking maps interdependence. Reflexive thinking tests whether judgement remains defensible before decisions become operational.
A positioning article on why AI governance needs more than strategy and systems awareness when human judgement becomes attributable organisational commitment.
Core thesis: governance depends not only on having strategic, systems and reflexive thinking, but on knowing when to shift between them before consequence becomes real.
Decision exposure begins before something goes wrong.
A public article on AI-assisted decision pathways, real authority, evidence, discretion and reconstructability.
Core thesis: the AI may not make the decision, but it may change the path through which the decision becomes thinkable, defensible or default.
The Human-in-the-Loop Illusion
Why the presence of a human reviewer does not necessarily mean the decision remained open, contestable or meaningfully under human control.
Core thesis: presence is not control. Oversight is proven by decision authority, not by proximity to the workflow.
What an Exposure Diagnostic Actually Examines
A simulated decision route showing why diagnostic clarity should come before heavy consulting.
Core thesis: you are not buying hours. You are buying diagnostic clarity.
Where AI-Assisted Decisions Become Operational
Why screens, workflows, logs, dashboards and approval gates matter when a decision later needs to be reconstructed.
Core thesis: AI-assisted decisions become operational through artefacts that can either preserve or weaken the decision route.
If this describes a real decision route, move from reflection to examination.
Public articles can clarify the problem. A diagnostic review is appropriate when there is a concrete AI-assisted or technically mediated decision pathway that needs to be reconstructed.
For diagnostic inquiries, contact:
contact@iddac.eu