Anti-patterns

Don’t	Do
Prompt Jev to “explain its reasoning”	Log the distribution; explain in your UI or a chat model
One question per HTTP call	Fan out every independent question
Hide five judgments in “is this a good ticket?”	Atomic questions, combine in code
Count items / compare dates in a Noul	Extract, then arithmetic in code
Interpolate an exact dollar amount from a Score	Threshold the Score; compute money in code
Chain Choices to generate a sentence	Use a generative model
Fine-tune / LoRA	Better state + criteria
Dump the whole CRM into state	Retrieve, filter, send what the question needs
Reuse a Noul 0.7 threshold on Choice.confidence	Separate gates; plot on your data
Treat low confidence as a yes	confirm or human
Put side effects inside the model call	Policy module, then act
Commit TYPESAFE_API_KEY	.env or ~/.typesafe/api_key