Detecting Deception Without LLMs: the strongest signals are structural — and they were in the text all along
Method report: seven signal classes that detect manipulation in spiritual content with transparent local rules — no language model, no platform data — including a live run in which the surface markers stay silent and the structural dimensions catch everything.