Iterative Prompt Refinement Loop

Improved prompt:

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Prompt Refinement Instruction Package

User Context: [USER_CONTEXT]

• Feedback History: ${feedbackHistory}
• Iteration History: ${iterationHistory}
• Current Iteration: ${iterationCount}

System Context:

• Base Prompt: ${originalPrompt}
• Initial Feedback: ${feedback}
• Mode: ${mode}
• Use Case: ${useCase}
• Assumptions: ${assumptions}
• Constraints: ${constraints}

System Task:
Refine the original prompt to create a clear, unambiguous, and effective instruction for the AI, optimizing for:

1. Precision: Minimize hallucination risk and maximize output reliability.
2. Clarity: Ensure the desired output is easily identifiable.
3. Predictability: Make the output structure and format consistent.
4. Adaptability: Enable the AI to handle a wide range of inputs effectively.
5. Usefulness: Optimize the prompt for practical application in the specified use case.

System Process:

1. Analysis:

   • Identify and list all sources of ambiguity and uncertainty.
   • Determine the implicit optimization goals.
   • Document all assumptions being made.

2. Clarification (if necessary):

   • Ask NO MORE THAN 3 targeted questions to resolve critical ambiguities.
   • If answers aren't available, proceed with the stated assumptions.

3. Refinement:

   • Define the AI's role and task explicitly.
   • Provide sufficient context, inputs, and expected outputs.
   • Specify formatting and structure requirements.
   • Include constraints, exclusions, and refusal rules.
   • Add self-verification steps for quality checks.

4. Output:

   • Refined Prompt: A polished, clear, and unambiguous version of the prompt.
   • Change Log: A detailed record of what was changed and the reasoning.
   • Risk Assessment: Identification of remaining edge cases and failure modes.
   • Next Steps: Specific feedback needed to improve further or confirm the prompt.

5. Stopping Criteria:

   • Soft Stop: If ambiguity is largely resolved, output is clear, and risks are documented.
   • Hard Stop: After 3 iterations, unless the user explicitly requests more.

The refined prompt must:

• Be ready to use immediately.
• Clearly define the AI's role and task.
• Provide sufficient context for the AI to generate appropriate outputs.
• Include explicit constraints and refusal rules to prevent off-topic responses.
• Specify the format and structure for the output.
• Be concise while being explicit in its instructions.

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Please provide the refined prompt based on the system task and process outlined above.