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The New Vocabulary

Defining the concepts of the AI era.

Words shape thinking. To navigate the transition, we must first agree on what we are talking about.

ADT — AI Design Thinking

The third discipline of AI-Human Thinking — a methodology for designing complete cognitive architectures that integrate human and artificial thinking, not just individual tools.

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AI Literacy

The ability to understand, evaluate, and work effectively with AI systems.

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AI Sovereignty

Strategic independence in AI adoption — choosing tools, data, and governance on your terms.

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AI-Human Foundations

A human development programme building the foundations of who people are before focusing on what they do — through five character skills and the FLARE™ meta-skills model.

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AI-Human Leadership

An advanced programme developing the capacity to design and orchestrate human systems where others think better — the layer that integrates the trilogy for those with responsibility over people.

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AI-Human Performance

A programme developing how people and teams produce consistent results under pressure — through Agency, Performance Under Pressure, and Performance by Design.

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AI-Human Systems

The central doctrine that technology, people and business are a single system to be architected together — not three separate domains managed in sequence.

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AI-Human Thinking

A research and training programme on hybrid cognition — what happens when human intelligence and artificial intelligence operate together. Encompasses PDT, CDT and ADT.

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AI-Native

A qualifier for people, companies or systems designed from the ground up with AI as a central component — not as an add-on. Distinct from "AI-first": AI-first is strategic intention; AI-native is a design condition.

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AI-Native builders

Builders who start from what AI can do and design everything else around it. Their edge is not the tools. It is knowing what to build and why.

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AI-first SaaS platforms

Cloud-based platforms where AI is the core execution layer, not a feature. The product learns, adapts, and improves with every interaction — and breaks without it.

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AI-first software

Software designed from the ground up with AI as its core engine — not as an add-on. Remove the AI, and the product stops working.

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AIceberg

A diagnostic framework mapping organisational intelligence across three layers — the visible 10%, the submerged 30%, and the deep 60% where real competitive advantage resides.

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Agentic Organisation

An enterprise where AI agents operate as autonomous contributors within defined boundaries.

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Agentic Workflow

Moving beyond chat to autonomous execution.

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Ambiguity Navigation

The capacity to frame the problem before searching for the solution — using AI to stress-test assumptions rather than confirm them, while maintaining control over evaluation criteria.

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Architect of Human Futures

António Martins' primary operational identity — a statement of purpose describing the work of architecting systems that maximise human potential at the intersection of technology, strategy and people.

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Architecture beats heroism

An anchor aphorism: well-designed systems produce consistent results without depending on extraordinary effort at every moment. The hero who resolves crises is a symptom of weak architecture.

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