- Evaluate on five independent dimensions — accuracy, completeness, consistency, relevance, audience fit — since an output can pass one and fail another
- Fluency isn't accuracy; hallucination risk concentrates in specific figures, citations, and niche claims; bias is a framing problem distinct from factual error
- Match verification and human-review effort to actual stakes and distribution, not a flat default in either direction
- Refinement is its own skill: compare before committing, edit deliberately, and choose the output container (inline / structured / Artifact) based on what happens to the output next
Key Takeaways
Estimated time: 3 minutes