Apply AI and automation

I use language models and agents where the result can be checked.

• I start with a repeatable task, the cost of error, and a way to check the result.
• I decide which decisions stay with a person and which constraints a model cannot override.
• I assemble the workflow: context, tools, checks, and feedback.
• I measure quality on real examples; uncertain cases stay with a person.