Single Conversation Methodology: A Human-Centered Protocol for AI-Assisted Software Development

Salvador D. Escobedo
7/16/2025
cs.SEcs.AIcs.HC

No confident code implementation found for this paper.

Abstract

We propose the Single Conversation Methodology (SCM), a novel and pragmatic approach to software development using large language models (LLMs). In contrast to ad hoc interactions with generative AI, SCM emphasizes a structured and persistent development dialogue, where all stages of a project - from requirements to architecture and implementation - unfold within a single, long-context conversation. The methodology is grounded on principles of cognitive clarity, traceability, modularity, and documentation. We define its phases, best practices, and philosophical stance, while arguing that SCM offers a necessary correction to the passive reliance on LLMs prevalent in current practices. We aim to reassert the active role of the developer as architect and supervisor of the intelligent tool.

View on arXivView PDF

Code Implementations

No confident code match yet

We couldn't find an author-owned or strongly-evidenced community implementation for this paper. Any repos shown below are weak matches — verify before relying on them.

No code implementations found yet.

Know of an implementation? Let us know in the comments below!

Similar Papers

Cite this paper

@article{escobedo2025single,
  title  = {Single Conversation Methodology: A Human-Centered Protocol for AI-Assisted Software Development},
  author = {Salvador D. Escobedo},
  year   = {2025},
  eprint = {2507.12665},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2507.12665v1}
}

Add a badge to your README

Shows whether official code is linked for this paper.

Code of Paper badge
[![Code of Paper](https://codeofpaper.com/badge/2507.12665.svg)](https://codeofpaper.com/paper/2507.12665)

Discussion