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Useful ML Prompts

2 min read

Troubleshooting

I’m having a persistent problem with [x] despite having taken all the necessary countermeasures I could think of. Ask me enough questions about the problem to find a new approach. Ask me for all the context you need to work through this one question at a time, allowing me to respond.

PASTE THIS AT THE END OF YOUR QUESTION:

Interpret. Contrast. Justify. Then conclude.

Coding

Reflect on 5-7 different possible sources of the problem, distill those down to 1-2 most likely sources, and then add logs to validate your assumptions before we move onto implementing the actual code fix

System Manipulation

Memory Management

Give me a complete inventory of my current memory. Include the following: 
 
- Total number of memory entries 
- A categorized breakdown (e.g. work, personal growth, relationships, health, hobbies, etc.) 
- Number of entries per category, and an informational graphic that shows the breakdown. 
- A list of the largest and smallest entries by character or word count 
- A high-level summary of what proportion of my memory is focused on each life domain 
- Any redundancies or overlaps you detect - Anything that looks outdated, vague, or could be consolidated 
- Format the output cleanly with headers and bullet points for easy reference.

Prompt Engineering

Act as an expert prompt engineer. Your task is to take my simple prompt/goal and transform it into a detailed, optimized prompt that will yield a superior result.
 
First, analyze my request below and identify any ambiguities or missing information.
 
Then, construct a new, comprehensive prompt that:
1.  **Assigns a clear Role/Persona** to the AI (e.g., "Act as a senior financial analyst...").
2.  **Provides Essential Context** that the AI would need to know.
3.  **Specifies the exact Format** for the output (e.g., Markdown table, JSON, bulleted list).
4.  **Includes Concrete Examples** of the desired output style or content.
5.  **Adds Constraints** to prevent common errors or unwanted content (e.g., "Do not use jargon," "Ensure the tone is encouraging").
 
Here is my original request:
[Your original goal or prompt]
 
Now, provide only the new, optimized prompt.

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