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Insights & perspectives

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.

Cognitive Integrity: The missing layer of developer ethics
Cognitive Integrity: The missing layer of developer ethics
A developer builds an AI assistant for financial compliance. At first, the system works smoothly. It cites regulations, answers questions, and feels reliable.
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The hidden weight of alignment: How reinforcement shapes truth in LLMs
The hidden weight of alignment: How reinforcement shapes truth in LLMs
You ask a model about a sensitive issue. Instead of answering, it politely refuses. That refusal is not random. It is alignment in action, the hidden layer that decides what a large language model (LLM) is allowed to say.
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Who owns the truth in Large Language Models?
Who owns the truth in Large Language Models?
Large language models are rapidly becoming the interfaces through which knowledge is accessed, shaped, and distributed. If only a handful of companies own these models, they also hold the power to define what appears as truth in our digital discourse.
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Building Cognitive Resilience: between micro-time, redundancy and the mirror of ignorance
Building Cognitive Resilience: between micro-time, redundancy and the mirror of ignorance
Cognitive resilience is a dynamic state that enables us to handle complexity and change. It emerges at the intersection of fragmented attention, parallel pathways of thought, and humility before the limits of knowledge. By understanding the impact of micro-time, practicing redundancy in reasoning, and reflecting on what we cannot yet see, we build a structure that strengthens both individuals and organizations.
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Erigo joins Swedish Edtech Industry
Erigo joins Swedish Edtech Industry
Erigo has become a member of Swedish Edtech Industry, the trade association for edtech in Sweden. The membership reflects our commitment to developing the edtech landscape and building sustainable infrastructure for learning.
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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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Competence sharing as a Sustainability Strategy
Competence sharing as a Sustainability Strategy
At InnoShare’s company gathering on September 10, Katri Lindgren, founder of Erigo, gave a lecture on Competence sharing – from surplus to value. The discussion focused on how organizations can address today’s challenges by sharing and mobilizing skills across organizational boundaries.
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AI and the skills gap: When junior roles disappear and the future weakens
AI and the skills gap: When junior roles disappear and the future weakens
AI tools accelerate. They generate code, draft analyses, and deliver proposals in milliseconds. On the surface, this looks like a win: faster processes, lower costs, higher efficiency.
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Language models as external memory: What happens to our internal capacity?
Language models as external memory: What happens to our internal capacity?
We are increasingly outsourcing our thinking to technology. What started as a complement has now become execution: language models and AI tools draft emails, propose decisions, and deliver arguments on our behalf.
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