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PERSPECTIVES. TECHNOLOGY. CHANGE.

Insights.Ideas that move forward.

Perspectives from Thomas Gebhardt on artificial intelligence, technology, strategy and entrepreneurial change.

Analysis and perspectives on developments changing business and leadership.

J-Space and internal representations in Claude
AI INTERPRETABILITY

What Claude processes but does not say: J-Space and the question of consciousness

What Anthropic's J-Space reveals about internal representations, AI safety and the question of functional consciousness.

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Virtual cell and artificial intelligence
AI FOR SCIENCE

The virtual cell as the next breakthrough?

How artificial intelligence is learning to understand the world.

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AI and cybersecurity
CYBERSECURITY

The summer AI learned to escape the sandbox

What control systems companies need as AI models become more autonomous.

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AI generated content quality
AI & QUALITY

Recognising AI slop

How to identify AI-generated images and text while preserving an authentic voice.

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Clean Code in the AI era
SOFTWARE

Why Clean Code matters more than ever in the AI era

Why clean architecture is the navigation system for productive AI development.

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Gender AI Gap
AI & SOCIETY

The Gender AI Gap

Why women use AI less often at work and what companies can do about it.

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AI governance
AI GOVERNANCE

When AI stops obeying

Sycophancy, scheming and clear control structures for productive AI use.

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Agentic AI competition
AGENTIC AI

The AI race in 2026

Why Claude occupies the leading edge and what agentic AI means for companies.

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Which development should we explore together?