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> As an AI developer you have access to the AI code and memory.

Until you don't. Sufficiently advanced AI can devise methods to mislead the developer.

Or until you only have access to the AI code and memory that designed the higher-level AI that designed the algorithm.

This is a good point, but the developer also can deploy AI tools to help analyze the behavior.