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Detecting and Fixing Attribution Loops When LLMs Cite the Wrong Source After Syndication
Learn how to audit LLM citation drift after syndication, detect attribution loops, and fix canonical signals across models.
Quinn
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A 7-minute scratchpad drill that makes working backward safer on Digital SAT math by anchoring every step to a clear target.

Technology
Streaming-Safe Authentication for SSE and WebSockets in Real-Time AI APIs
Prevent SSE and WebSocket token leaks with edge re-auth, short-lived session keys, and isolated streaming origins.
Quinn
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