LLM Output Watermarking: Provenance, Detection Limits, and Evasion
Token-level watermarks, cryptographic signing, and semantic embedding all promise attribution of AI-generated text — but paraphrase attacks, closed-pipeline requirements, and research-stage maturity constrain what any of them can actually guarantee. An honest practitioner's assessment.