[KongchangAI]
Unverified50% confidenceDecision RuleExact time

The fourth layer is a human-in-the-loop (HITL) UI workflow: treat LLM output as a draft rather than a final state, and build side-by-side source highlighting into the UI for human reviewers to verify.

1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen

Sources

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