Stuck in an AI hallucination loop? Stop asking GPT-4o to "fix" its own errors.

Instead, isolate the code into a minimal context and reset your chat window to clear anchored biases. Pro-tip: Feed raw compiler logs directly into the prompt rather than human summaries.

By pinning library versions and enforcing strict constraints, you turn creative generation into rock-solid, bug-free implementation.