Performance Optimization Solutions for Education Scenarios
The following optimization measures can be taken to address the specific needs of mathematics learning scenarios:
- Specialized tool development::
- Symbolic computing tools (SymPy integration)
- Geometric visualization tools (Matplotlib package)
- Step-by-Step Problem Solving Tool (@tool implements step-by-step problem solving decomposition)
- Interaction Design Optimization::
- Configuration.stream() shows the intermediate derivation process
- Include instructional coaching strategies in system prompts
- Designing a wrong answer analysis tool
- Integration of teaching resources::
- Preloaded library of commonly used formulas
- Related Instructional Video Resources
- Integrated auto-correction function
Typical application flow:
- Student question, "How do you solve for x² + 2x - 3 = 0″
- Intelligent body generation step-by-step solution code
- Step-by-step output of the factorization process via .stream()
- Finally plotting the function image aids in understanding
This answer comes from the articleLangGraph CodeAct: generating code to help intelligences solve complex tasksThe
































