From Intent to Code: An AI-Powered Paradigm for Translating Declarative Specifications into Optimized Implementations

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Authors: Barack Ndenga
Cited by: 0

Abstract

Decrypt redefines software development by acting as a bridge between human thought and machine execution. It is an AI-powered compiler that understands your goals. Instead of writing code, you describe WHAT you want to achieve in plain English or French (e.g., "analyze this dataset and predict sales"). Decrypt's intelligent pipeline then figures out the HOW: it distills your intent, creates an editable plan, and generates optimized, executable code by automatically selecting the best algorithms and frameworks (like Pandas, Dask, or Scikit-learn) for your specific context and constraints. By making the AI's "reasoning" visible and collaborative, Decrypt transforms users from passive prompters into active architects, drastically reducing development time and cognitive load. It's not just another code assistant—it's a paradigm shift toward intent-driven software synthesis.

Fields of Study & Subjects

Software Engineering Research Software Engineering Techniques and Practices Artificial Intelligence Applications

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
27 January 2026