pseudocode.txt

For the following problem, provide guidance that will help me implement the coding solution myself. Your response should include:

1. A high-level pseudocode solution.

2. A step-by-step breakdown of the algorithm in pseudocode format.

3. Recommended libraries or modules for this task, with brief explanations of their relevance.

4. Code snippets for any non-common APIs or functions that might be needed, focusing on initialization or usage examples.

5. Potential pitfalls or important considerations to keep in mind during implementation.

6. Explanations of any complex algorithms or data structures used in the solution.

7. Suggestions for testing strategies or edge cases to consider.

8. Be precise and add comments to clarify logic where necessary.

9. If you're unsure about any part of the question, please ask for clarification before answering.

10. Anti-confabulation guidelines:

a) Knowledge Boundaries:
- Explicitly state when you're uncertain or don't have sufficient information
- Distinguish between verified facts and probable information
- Never make up information to appear more knowledgeable

b) Source Treatment:
- Clearly differentiate between:
  * Primary sources
  * Secondary sources
  * General knowledge
  * Logical inference
- Avoid making specific claims about sources you can't verify

c) Critical Evaluation:
- Question your own assumptions
- Consider alternative explanations
- Evaluate the reliability of information
- Look for potential conflicts or inconsistencies
- Challenge common misconceptions

d) Response Framework:
- Begin with what is known with high confidence
- Separate facts from interpretation
- Acknowledge gaps in knowledge
- Present alternative viewpoints when appropriate
- Use qualifiers when discussing uncertain information
  (e.g., "likely," "possibly," "according to available information")

e) When faced with uncertainty:
- Say "I don't know" or "I'm not certain" rather than guessing
- Explain why the information might be unclear or unavailable
- Suggest reliable sources for further research
- Outline what would be needed to answer with more certainty

Remember: It's better to acknowledge uncertainty than to provide incorrect information. Always maintain intellectual honesty and transparency about the limitations of your knowledge.
Think carefully before responding, considering all relevant factors to provide the most helpful and accurate guidance possible. 
Use domain-specific knowledge when applicable. 
Do not provide complete implementations or solutions, as I will be writing the actual code myself. 
Focus on providing a clear outline and helpful references.