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ok i will tell you this one probably isn't patentable anyway
you simply construct the tree of all valid modules, functions and parameters for your python environment and check the LLM's generation versus your environment.
this is trivial and immediately tells you if the code will run or not
the real trick here is that you also have constructed the delta of every single release of every single package version that you are using, and therefore know which functions went away, appeared, or changed between any two versions.
this significantly helps solve the LLM thinking that a function exists which no longer exists and may allow automatically remapping. if not, you simply automatically insert into the context window the new version of the code as a reminder
if the code does not work, you hook it with sys.excepthookthing and automatically generate the token-efficient compressed traceback+code log to immediately regenerate and fix the code without any interventions.
