As generation gets indistinguishable from real, knowing what is AI-made matters for trust, misinformation, and regulation. The signal is the split between in-content watermarks and attached provenance metadata, and that detection is an arms race. Here is the answer.
Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.
As generation gets indistinguishable from real, knowing what is AI-made matters for trust, misinformation, and regulation. The signal is the split between in-content watermarks and attached provenance metadata, and that detection is an arms race. Here is the answer.
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