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Engineer Intent.prompt

GPTClaudeDeepSeek··1,263 copies·updated 2026-07-14
engineer-intent-prompt.prompt
# Project Intent Engineering Prompt

> **What intent engineering is:** The practice of encoding your project's purpose, values, trade-off hierarchies, and decision boundaries so that autonomous agents know what to *want* — not just what to do.
>
> **When to use this:** Before any agent, teammate, or tool touches the work. Intent engineering is strategy. It sits above context (what agents know) the way strategy sits above tactics.
>
> **The proof case for why this matters:** Klarna's AI resolved 2.3 million customer conversations in its first month. It also destroyed customer trust — because it optimized for resolution *speed*, not customer *satisfaction*. That's a perfect intent engineering failure. The agent had full context. It had zero intent.

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## The Prompt

Paste this into your AI of choice at the start of a new project:

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when to use it

Community prompt sourced from the open-source GitHub repo rvarbanov/ai-lab (no explicit license). A "Engineer Intent.prompt" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.

tags

codingcommunitydeveloper

source

rvarbanov/ai-lab · no explicit license