Notes on automation systems, n8n workflows, AI agents, integrations, content pipelines, and the logic behind making messy processes work reliably.
Aug 22, 2026
Negative instructions survive long after the reason for them is gone — and they fail exactly when the safeguard you built around them disappears.
Aug 22, 2026
A live demo of an AI restaurant assistant that knows the menu, the floor plan, and handles multi-part requests in one message — free, no registration.
Jun 1, 2026
All-in-one bank plus bookkeeping removes the sync problem. It also changes what automation looks like — and what tradeoffs you're making without realizing it.
May 31, 2026
A starter asked whether to use Moneybird's own bank account or an external one. It sounds like a banking question — it's actually an automation one.
May 30, 2026
A user switched from Moneybird to Jortt and said bookkeeping was now automated — not because they built anything, but because the product was designed that way.
May 29, 2026
Moneybird without a bank feed is like bookkeeping software without the bookkeeping. The connection costs extra, and for small businesses that math matters.
May 28, 2026
A freelancer was happy with MoneyMonk until subscriptions meant more invoices and the lack of an API became a hard ceiling. Both founders replied in the thread.
May 27, 2026
Two Dutch users built their own bulk time-entry tools because the products didn't have one — then the products shipped the feature anyway.
May 26, 2026
A restaurant wanted invoice prices to update automatically without duplicate rows. Before automating an update, you need a data model that supports it.
May 25, 2026
Alteryx, Power Query, Python — the tool matters less than the fact that someone's data is always messier than expected. Cleaning it is the work.