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Insights & perspectives

Shaping the future of work and competence as a system.

Through articles, analyses, and metacognitive reflections, Erigo explores competence as a structural driver for organizations and society. The texts span from practical insights to systemic perspectives, creating a space where knowledge becomes both measurable and meaningful.

When Probability Speaks

When Probability Speaks

On truth, language, and what happens when AI shapes our understanding

Truth today is weighted by probability. It affects how we interpret the world, and how we sound when we try to describe it.
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When our thinking moves into language models

When our thinking moves into language models

700 million people. 2.5 billion daily messages. 29,000 prompts per second. This is how ChatGPT is being used in September 2025, according to the new NBER report How People Use ChatGPT.
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Our thinking is being reformatted now

Our thinking is being reformatted now

dopamine and language models reshape the brain’s playing field

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AI Psychosis and Synthetic Safety

AI Psychosis and Synthetic Safety

The shift when dialogue moves to systems

A clear shift in human interaction shows how conversations increasingly take place with AI rather than with people. Availability, confirmation, and the absence of friction make AI interactions often feel more rewarding than human ones.
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Synthetic safety and AI

Synthetic safety and AI

When confirmation replaces inquiry

Generative AI gives us answers quickly, politely, and often with a high degree of familiarity. But what happens when our brain interprets this as confirmation, and when confirmation begins to replace inquiry? As more people turn to AI instead of human dialogue, the conditions for how we train empathy, develop judgment, and build knowledge are changing. The sense of safety that emerges is not necessarily wrong, but it is synthetic.
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