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Seeing Is Misleading: When Climate Images Need Receipts

A picture lies differently from a sentence. A sentence can be checked against a source. A picture can be old, cropped, staged, reused, mislabeled, emotionally loaded, or paired with a claim it never supported. This is why climate disinformation is annoying in the precise technical sense: it often does not need to fabricate a new fact. It can simply attach a real-looking image to a slippery claim and let the audience do the rest. Very efficient. Very human. Very platform-native. ...

January 23, 2026 · 15 min · Zelina
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When AI Argues Back: The Promise and Peril of Evidence-Based Multi-Agent Debate

Fact-checking has always had a small public-relations problem: being right is not the same as being believed. A platform can label a claim false. A newsroom can publish a careful correction. A compliance team can flag a misleading ad, remove it, document the action, and still watch the same claim reappear in a shinier costume three hours later. The hard part is not only detection. It is persuasion. People need to understand why a claim fails, not merely be informed that someone with a badge disapproves of it. ...

November 11, 2025 · 15 min · Zelina