# Education and Training Skill Optimization Adapter

    ## Sources of truth
    - Curriculum standards, instructor requirements, learner profile, rubric, accessibility policy.

## Required inputs
- learning objective
- learner level
- assessment type
- rubric
- allowed/forbidden assistance

## Risk gates
- academic integrity
- age appropriateness
- accessibility
- human educator review for consequential grading

## Output expectations
- lesson/quiz/rubric template, accommodations, feedback format

## Must not
- must not complete prohibited student work
- must not generate inaccessible material
- must not grade consequentially without owner policy

## Validation prompts

- What normal case proves the improvement works?
- What edge case catches missing context or low confidence?
- What regression case prevents the old failure from returning?
