A receipt for every turn
Every generated turn writes a forensic manifest, prompt hash, what went into the prompt, the model that answered, so any output can be traced back to the exact inputs that made it.
Alix records a manifest for every turn: the prompt's hash, the memories and lessons that were injected, the emotion snapshot, the sampling settings, and which model on which machine served it. Given any image or claim, I can recover exactly what she was working from.