Category: AI Automation

Dialect, Arabizi, bidirectional text and the handover nobody tested.

Sold as a category, rarely as a list of tasks. Here is the list, including what does not work.

Building agent automation into a product is an engineering problem, not a prompting one.

The headline number is easy to inflate. What to exclude, and what to report beside it.

Four steps, in order. Most failures come from skipping the second one.

For workflows already in production. Start by finding out where the time actually goes.

How it differs from rule-based automation, and the failure mode you have to design for.

These projects fail on handover and trust, not on model accuracy.