Notes from the field.

Short, practical posts on AI automation, the supply chain, regulation and expert visibility. From the field and from the news.

Regulation · 4 min read

CBAM 2026: how exporters collect emissions data, and where AI helps

Your EU customer now asks for verified emissions data. Without it, default values plus a mark-up apply. The timeline, the data list and where an agent fits.

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Regulation · 4 min read

Has the EU AI Act been delayed? The current timeline for companies after the Digital Omnibus

High-risk dates moved to 2027 and 2028, but the rules did not go away. What changed, what didn't, and how to use the extra time.

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AI agents · 4 min read

AI agents in the supply chain: what do the 2026 trends mean for an SME?

Four of Gartner's eight trends are about agents. A realistic reading for SMEs: data first, then decision limits, then the first agent.

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Supply chain · 4 min read

Digital product passport: start collecting your supply chain data now

Battery passports become mandatory in February 2027; steel, textiles and aluminium follow. A passport is not a label but a summary of your supply chain.

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Visibility · 4 min read

What does a referred client see when they Google you?

Someone referred to you will search your name on Google before they call. I explain what they see at each evidence level and how to move your most important claims up to E3.

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AI agents · 4 min read

AI agents for experts: how to start without handing over the work

Which tasks should you give an agent, and which should you keep? How to start while the decisions stay with you, plus a realistic plan for the first month.

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Case study · 4 min read

How to write a case study: problem, approach, result

A short, honest case study says more than a long description of your services. Here is a template you can use even if you can't share the client's name.

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Manufacturing · 4 min read

AI agents in the factory: why 8D decisions should stay with people

The agent can prepare the D2 draft, root cause candidates and supplier emails. Verifying the root cause and deciding on the corrective action is the team's job.

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Guides: Q&A and glossary

Unlike the posts, the guides are updated often; each one covers a topic end to end in question-and-answer form.

Guide · 11 questions

AI agents in manufacturing

What does an AI agent do in a factory? 8D drafts, OEE summaries and supplier follow-up, set up by one person who knows lean manufacturing. Your team decides.

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Guide · 8 questions

Visibility for experts

Online visibility for experts, trainers and consultants: how to appear correctly, consistently and with evidence on Google, LinkedIn and AI assistants.

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Guide · 14 questions

AI automation

What is AI automation, which tasks can you hand over, which tools are used, and how do GDPR and the EU AI Act apply? A guide for companies and experts in the EU and Türkiye.

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Guide · 9 questions

Lean AI automation

What is lean AI automation? A method that measures waste and simplifies the process first, then sets up AI agents. Backed by multidisciplinary engineering across industries.

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Guide · 8 questions

AI regulation 2026

EU AI Act, Cyber Resilience Act, China's labelling rules, the US and Türkiye: the 2026 state of play and practical steps for companies sourcing products from China.

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Guide · 6 questions

End-to-end AI automation

End-to-end AI automation that treats the supply chain, production, delivery and CRM as one loop: an agent in every step, a person in every decision, one source of truth.

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Guide · 9 questions

Data privacy in AI automation

Where are your customer, quote, drawing and invention data processed in AI automation? How a one-on-one boutique setup reduces GDPR, trade secret and patent risks from the start.

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Guide · 17 questions

Assurances and FAQ

Straight answers for companies and independent experts: who owns the system and accounts, where your data is processed, how support works, how results are measured, what happens at the end.

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Guide · 41 terms

AI automation glossary

AI agent, RAG, human in the loop, acceptance threshold, prompt injection, OEE, llms.txt and more: short, plain definitions of the terms used in AI automation.

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