Iterative code generation and debugging pipeline using language models

A system comprising:

• one or more processing units to:
• process, using a language model (LM), a task prompt to generate an initial computer code (CC);
• perform one or more iterations to improve an input CC, wherein the input CC comprises at least one of the initial CC or an output CC of a previous iteration of the one or more iterations, and wherein to perform an individual iteration of the one or more iterations, the one or more processing units are to:
• process, using the LM, one or more iteration prompts to generate respective one or more modified CCs, wherein an individual iteration prompt of the one or more iteration prompts comprises:
• the input CC, and
• a respective assessment of one or more assessments generated,
• using the LM, of a performance of the input CC;
• and
• select, from the one or more modified CCs, an output CC of the individual iteration;
• and
• identify, as the CC, the output CC of a final iteration of the one or more iterations.