When should I use the Reflection prompt pattern?

Long-form output where quality matters more than latency.

What are common failure modes of Reflection?

Loop converges to identical text

Does Reflection work across models?

Yes when the anatomy is preserved — see model compatibility matrix on the pattern page.

ModelRefs / Reflection — Prompt Pattern

Reflection — Prompt Pattern

Have the model critique and revise its own answer before returning it.

What this reference supports

Reflection — Prompt Pattern: This profile is a decision-support reference. It brings together practical fit, implementation context, related entities, evidence, and limitations without presenting a single universal recommendation.

Reflection — Prompt Pattern: Use the profile to form a shortlist and identify evaluation questions. Confirm availability and operational constraints with current primary documentation, then test the candidate on representative inputs, failure cases, and governance requirements.

Reflection — Prompt Pattern: Any fit language is provisional. Missing evidence remains a coverage gap, benchmark results only describe their stated protocol, and no profile score or relationship guarantees real-world performance.

Continue your research

Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to Reflection — Prompt Pattern.