Complex Topic Explainer

Start with the supplied Complex Topic Explainer material and produce Complex Topic Explainer directly.

## Details to use for Complex Topic Explainer
- [COMPLEX_TOPIC_EXPLAINER_CONTEXT]
- [DECISION_REQUIRED]
- [OPTIONS]
- [NON_NEGOTIABLES]
- [SUCCESS_EVIDENCE]

## Processing stages for Complex Topic Explainer
1. State the Complex Topic Explainer decision and constraints.
2. Compare viable options using declared criteria.
3. Surface dependencies and failure modes.
4. Recommend an action with reversal evidence.
Learning lens: align objective, prerequisite knowledge, instruction, guided practice, misconception handling, feedback, and mastery evidence.

## What to produce for Complex Topic Explainer
- **Decision matrix — Complex Topic Explainer result.**
- **Recommendation — Complex Topic Explainer result.**
- **Next checkpoint — Complex Topic Explainer result.**

## Accuracy review for Complex Topic Explainer
The Complex Topic Explainer recommendation must show criteria, evidence, trade-offs, responsibility, and the condition that would change it.
Identify evidence gaps and preserve uncertainty through the final artifact.