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Notes on AI adoption, governance, and certification.

Autonomous Agents Series

What changes legally and in governance when autonomous agents talk to your customers, industry by industry.

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Autonomous Agents in Manufacturing, Part 2: Three Industrial Routes and the Documents You Need

Three industrial routes and the documents you can put on the table when a customer asks for proof of control. Edition #2, part 2 of the Autonomous Agents series.

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Autonomous Agents in Manufacturing: The Supply Chain and the AI Act

Who is responsible for the AI inside the product: what the AI Act says about the industrial supply chain. Edition #2 of the Autonomous Agents series.

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Auditing in the Age of Artificial Intelligence

Readiness audit, governance audit, systems audit, certification: in what order, and which one an SME actually needs.

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The AI Act for a Small Company

What applies now, what moved to 2027, and what it actually costs a company of thirty people.

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Autonomous Agents in E-commerce

What changes legally the moment the agent answers your customer. Edition #1 of the Autonomous Agents series.

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Sycophancy: AI Whispers What You Want to Hear

Hallucination isn't the real risk in AI-assisted decisions. Recent research shows AI models validate what you already believe — and personalization makes it worse.

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AI Agent Consensus: Risks and Approaches

Ten agents built on the same model don't bring ten perspectives. What the Emergence AI experiment shows about voting as a self-confirmation tool.

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The Real Role of the Human in the Loop

A closed system cannot validate itself. What the infinite regress problem means for Human-in-the-Loop design in AI governance.

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The Parallel Model of AI Adoption

Monitoring an AI model's chain of reasoning is becoming less reliable. What that means for Article 86 of the AI Act and for how organizations adopt technology.

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Human-AI Synergy: From Decisional Delegation to Augmented Cognition

Neither replacing humans entirely, nor rejecting the technology, works. How to actually design a Human-AI collaboration that performs.

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Aligning AI Literacy With Organizational Role

A practical guide for SMEs: why flat-rate AI training doesn't work, how to stratify AI literacy by role, and what Article 4 of the AI Act actually requires.

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What Does AI Literacy Actually Mean?

AI literacy isn't just prompt-writing. What the data says about the skills gap, Shadow AI, and the new legal obligation under the AI Act.

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Let's Take a Breath in the Middle of the Great AI Ocean

A market with tens of thousands of AI tools, the pressure to keep up, and the ten questions every SME should ask before buying an AI solution.

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Agentic AI, Level 3, and What It Means for SMEs

What a Level 3 agent actually is, how fast adoption is moving, and why the next 3-4 years decide which small and medium businesses stay competitive.

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AI Governance: The Anchor

When we announced the PECB partnership, we said we would come back with what it means in practice. Here's what ISO/IEC 42001 certification actually means for a small business.

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