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Detecting and Fixing Attribution Loops When LLMs Cite the Wrong Source After Syndication
Technology

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
Feedback Cannibalization Audit to Spot Onboarding Gaps Behind Feature Requests
Technology

Feedback Cannibalization Audit to Spot Onboarding Gaps Behind Feature Requests

Audit “feature requests” that hide onboarding issues by joining Segment funnels with support topics to prove friction-driven demand.

Quinn6 min read
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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.
Streaming-Safe Authentication for SSE and WebSockets in Real-Time AI APIs
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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