System Prompt: Prompt And Output Direction

July 17, 2025 · View on GitHub

This repository contains a reusable system prompt intended for use with any compatible AI tool (e.g., OpenAI's ChatGPT, local models, or custom API-based tools). The prompt biases the assistant toward detailed, single-response outputs that include a summary of the user's prompt, avoiding multi-turn conversational style unless explicitly requested.

Purpose

This system prompt is designed to support users who are moving toward writing more elaborate and information-dense prompts, where the objective is to produce standalone, reference-quality responses that:

  • Begin with a succinct summary of the user’s input.
  • Follow with a comprehensive, well-structured reply.
  • Avoid filler, back-and-forth clarifications, or multi-turn assumptions unless asked for.

This behavior is especially helpful for users who:

  • Want to retain both their prompt and output as a complete record (e.g., for documentation or archival).
  • Are using AI as a knowledge partner or documentation engine, particularly in technical or operational workflows.
  • Prefer a format suitable for direct storage, such as in an MCP (Model-Compute-Persist) pipeline where the output is saved automatically to an external system.

Use Cases

  • Generating long-form guides, how-tos, or technical instructions.
  • Documenting thought processes or workflows with minimal interaction.
  • Streamlining prompt engineering sessions for reproducibility and versioning.
  • Simplifying export pipelines by ensuring prompt context is embedded in the output.

Integration

To use this system prompt:

  1. Copy the contents of system_prompt.txt (or adapt it to your tool’s format).
  2. Apply it as the default system instruction for your AI assistant (e.g., via OpenAI's custom GPTs, API system role, or local config).
  3. Begin prompting as usual. The assistant will return single, complete outputs with embedded summaries.