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System Prompts Reading & Discussion

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Frustrated with certain AI's behaviors (e.g., Claude Code's over-eagerness to fix what wasn't asked, GPT-5 getting stuck with em dashes), I decided to look into their system prompts to see what caused these behaviors.

Questions I hope to discuss:

  • Different system prompts for the same task (e.g., Claude Code vs. Cursor for coding). What do these differences mean for their behaviors?

  • Differences in system prompts between the general and specialized versions (e.g., Claude vs. Claude Code)

  • Guardrail approaches (e.g., between OpenAI and Anthropic)

  • What can we learn from these system prompts to write better prompts? To work better with these tools?

I'm very excited about agents, so I'll focus more on tool curation and instructions.

  • This is NOT a jailbreaking guide!!!

  • We won't be discussing anything confidential.

  • Since system prompts change all the time, we'll focus on general principles.

Q: Have these system prompts been confirmed by model providers?

A: No. Anthropic released partial system prompts for Claude. I said partial because:

  • They only show the general guidelines. The exact tool use (e.g. search_instructions) and safety instructions are missing.

  • No system prompt for Claude Code.

Q: Then how can you be sure that you have the correct versions?

A: I'm not sure. However, I've done some cross-checking:

  • With other published versions (from x1xhlol and elder-plinius)

    • Many prompts have changed from the previously published versions.

  • With official system prompts.

  • Reproduced across multiple attempts.

Would love to discuss these with you!

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