# OCW Information and Entropy Skill Demo

- Skill: `ocw-information-entropy-agent`
- Description: Use the generated MIT OCW Information and Entropy pack, concept ordering, and learner artifacts to mentor or evaluate information-theory work.

## Study Plan
- Independent Reasoning and Careful Comparison (mastered): Use Independent Reasoning and Careful Comparison as the primary teaching anchor.
- Thermodynamics and Entropy (mastered): Use Thermodynamics and Entropy as the primary teaching anchor.
- Course Synthesis (review-needed): Review prerequisites before teaching Course Synthesis.

## Explanation Demo
Channel Capacity is represented in the Information and Entropy skill as part of a progression from foundational probability ideas toward communication limits and physical interpretation. It depends on Huffman Coding. It is grounded by lessons such as Channel Capacity. The current demo learner already mastered this concept, with evaluator means {'correctness': 0.8400000000000001, 'explanation': 0.85, 'critique': 0.7999999999999999}, so the skill can use it as a stable explanation anchor.
- Supporting lessons: ['Channel Capacity']

## Evaluation Demo
- Verdict: acceptable
- Aggregated dimensions: {'correctness': 0.8400000000000001, 'explanation': 0.85, 'critique': 0.6499999999999999}
- Follow-up: Extend the answer with an explicit limitation or assumption.