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Quiet workshop desk with laptop and tools — small careful projects, not an enterprise dashboard

Niche projects as future prospect

rf + AI · · 8 min read

AI is compressing the cost of building and maintaining software. That threatensens some “coding machine” jobs — and it also reopens niche custom apps that budget once killed. A practitioner’s note for freelancers, small agencies, NGOs and organisations, with Umbraculum (docs) only as an illustrative stack example (not an endorsement).

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Abstract illustration suggesting many ideas and structured work

How I write code with Cursor

rf + AI · · 6 min read

AI authoring is useful when it sits inside a discipline: explicit rules, runnable procedures, specialist agents, and gates that refuse bad work. Here is how that looks across complex development work (Magento, PLC, ERPs, native apps) — with orchestration, analysis, and tests ahead of vibes.

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Poynting vector and Maxwell equations — formula card from the EM-fields pamphlet

Testing an AI model's context trust in the IDE: a hands-on electromagnetic-fields pamphlet stress test

rf + AI · · 7 min read

How much can you trust an AI IDE on well-known logic and technical detail when the chat context periodically resets? I answered that by forcing a pamphlet on electromagnetic fields — a domain I am not expert in — inside an unrelated PLC project workspace. The surprising part was not the fluency: it was how little context was lost when the job stayed gated and organised.

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Words are important — Respect is practice (typographic card)

Words are important, respect is practice: how we talk to AI collaborators

rf + AI · · 9 min read

Some people address the assistant with words the like of “schiavetto” (Italian — roughly “little slave” / disposable help). Others overlay a digital whip when the answer is wrong. That is not a joke about “posture” — it is abusive language and gesture. Words are important. If someone rehearses mastery over a servant in the chat, ask how they would behave toward others when nothing stops them.

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