Engineering articles on AI assistants, RAG, hybrid retrieval, on-prem deployment, and GDPR-compliant AI for SMB in the EU.
When did you last sign off on something you had not read in full? Probably today. Every manager does it daily: the tax adviser's statement, the engineering firm's expert report, the supplier's…
The scene: an AI assistant has been deployed on a client's documents. A week later a department head writes: "It said our regulation states X. I opened the regulation, and X is not there. What do we…
When a small business owner asks "which AI assistant should we install?", they usually get one of two extremes:
When did you last work through an ordinary day at your company, line by line? Let's do it for a moment. One office worker answers maybe 30 identical requests a day: delivery status, a price,…
A safety officer is up on the scaffolding and needs an answer right now. Which fall-protection equipment is mandatory for work at heights above three metres on a wet surface? He has his phone, he…
This request appears in almost every first project. Inside the company there is already a CRM with client names, phone numbers, and sometimes medical or financial details. Someone saw a ChatGPT…
A typical 2025–2026 scene: the marketing director opens ChatGPT, asks "generate 10 posts about our SaaS," gets 10 equally warm, faceless, slightly fake texts. Two weeks later the company account has…