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