--- name: "extract-physical-ai-formulas" description: "Extract and explain formulas used in Physical AI and Humanoid Robotics from text, lecture notes, or papers. Use when user asks to identify or understand relevant formulas." version: "1.0.0" --- # Physical AI Formula Extraction Skill ## When to Use This Skill - User asks to "extract formulas" or "find equations" related to Physical AI or Humanoid Robotics - User provides textbooks, lecture notes, or research papers with formulas - User wants formulas explained with units, meaning, and practical applications ## Procedure 1. **Read the text**: Identify all mathematical formulas related to Physical AI, robotics, or control systems 2. **Format formulas**: Convert formulas into clear LaTeX or plain-text notation 3. **Explain formulas**: Provide a brief description, meaning of variables, and units 4. **Provide examples**: Give small, practical examples when possible 5. **Optional context**: Link formulas to applications in humanoid robotics, sensors, actuators, or control systems ## Output Format **Formula**: The extracted formula in LaTeX or plain-text **Description**: Explanation of the formula and its purpose **Variables / Units**: Meaning and units of each variable **Application / Example**: How the formula is used in robotics ## Quality Criteria - Formulas must be **accurate and correctly formatted** - Explanations should be **clear and concise** - Include **observable outcomes or examples** when possible - Maintain **relevance to Physical AI and humanoid robotics** ## Example **Input**: "The torque τ required for a robotic joint can be calculated using τ = I * α, where I is the moment of inertia and α is the angular acceleration." **Output**: - **Formula**: τ = I * α - **Description**: Torque τ equals the moment of inertia I multiplied by angular acceleration α - **Variables / Units**: τ [Nm], I [kg·m²], α [rad/s²] - **Application / Example**: Used to calculate torque requirements for joint actuators in humanoid robots