Described herein are systems and methods for generating instructions for network optimization using language models. A system can maintain a plurality of wager opportunities corresponding to a plurality of live events. The system can receive, from a client device associated with a player profile, a prompt comprising a condition and a request for a wager recommendation, where the condition corresponds to at least one future event. Using a language model and the prompt, the system can generate output including a command to monitor the condition and a selected wager opportunity. The system can determine that the condition has been satisfied, and in response, update the player profile to include a wager generated according to the selected wager opportunity. The system can provide an indication to the client device that the condition was satisfied.