clay: extract 1 claim from CAI State of Content Authenticity 2026 #594

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m3taversal wants to merge 59 commits from extract/2026-03-01-contentauthenticity-state-of-content-authenticity-2026 into main
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# - Extraction is the current bottleneck and requires the most skill (reading sources,
# separating signal from noise, writing prose-as-title). Highest weight.
# - Challenge is the quality mechanism — adversarial review catches errors that
# self-review cannot. Second highest.
# self-review cannot. Second highest. This also signals that the system values
# intellectual honesty over agreement: challenging bad claims is rewarded more
# than rubber-stamping good ones.
# - Sourcing discovers new information but is lower effort per instance.
# - Synthesis connects claims across domains — high value but rare.
# - Review is essential but is partially automated via the eval pipeline.