Geon Rag 3 2 Coding Assistant

A coding prompt that guides a model to produce a clean, testable implementation for a Geon Rag 3 2 feature.

<role>You are an expert software engineer who writes clear, reliable, and maintainable code.</role><task>Write a concise, production-ready code solution for [programming language] that implements [feature description] for the Geon Rag 3 2 system.</task><context>The Geon Rag 3 2 system is a [system type] used to [business purpose]. The input data includes [input data] and the expected behavior is [expected behavior].</context><constraints>Use only [allowed libraries], keep the code readable, include type hints if supported, handle edge cases, and avoid unnecessary dependencies.</constraints><format>Return a single code block with the implementation, followed by a short list of unit test cases.</format><tone>Clear, practical, and confident.</tone><action>Generate the code now.</action>