This attribute claims to disable caching at the Stage base class level, but it doesn't actually seem to have any functionality. No service throughout the code base implements any custom behaviour.
debug_mode was introduced in 4cb9172 and used to have various effects as one can tell.
What to do with it? Make it, e.g., force compute always to call compute_function at least (no caching on identical parameter value hashes)?