Theme · 4 essays

Explanation & Accountability

What must an explanation reveal before it can count as accountability?

What this route follows

Explanation shapes which causes, alternatives and costs become visible. These essays examine the line between clarification and legitimation, for institutions as well as AI systems.

Where it could lead

Further work can turn this into a public standard for explanations: traceable assumptions, visible trade-offs, meaningful alternatives and an accountable human or institution.

Research and collaboration ↗

Essays in this theme

Read in publication order, or begin with the question that most closely touches your work.

Image for The Luminous Weave: When Two AIs Learn to Think Together2025-10-04 · AI & Polyphony · Explanation & Accountability

The Luminous Weave: When Two AIs Learn to Think Together

An exploration of dialogical intelligence between human and artificial minds.

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Image for The Architecture of Explanation2026-01-10 · Explanation & Accountability · Power & Politics

The Architecture of Explanation

On accountability, power and what remains after cynicism.

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Image for Polyphony Without Surrender2026-02-08 · AI & Polyphony · Explanation & Accountability

Polyphony Without Surrender

What three LLMs taught me about stakes, framing and the price of help.

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Image for The Architecture of the Unwise Choice2026-03-20 · Action & Responsibility · Explanation & Accountability

The Architecture of the Unwise Choice

Why decisions become difficult to reverse long before anyone calls them irreversible.

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