I had this problem initially but found that if you use these then hallucinations mostly go away.
1. Role based "agents" with a router and logs (for auditing reasoning and decision making).
2. Cross validation and redundancy with the translation "agent" using a 2nd language (that is not English) that you are also native in to check if the translation carries the same "meaning" (sentiment) and cultural significance (Turkish is especially rich in symbolism and cultural memes).
YMMV: I am a car salesman irl and have no formal training.
1. Role based "agents" with a router and logs (for auditing reasoning and decision making).
2. Cross validation and redundancy with the translation "agent" using a 2nd language (that is not English) that you are also native in to check if the translation carries the same "meaning" (sentiment) and cultural significance (Turkish is especially rich in symbolism and cultural memes).
YMMV: I am a car salesman irl and have no formal training.