# 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
- Thermodynamics and Entropy (mastered): Use Thermodynamics and Entropy as the primary teaching anchor.
- Course Synthesis (review-needed): Review prerequisites before teaching Course Synthesis.
- Shannon Entropy (mastered): Use Shannon Entropy as the primary teaching anchor.

## 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. 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.

## 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.