doubt-driven-development

Review non-trivial code decisions with adversarial prompting to detect logic errors and vulnerabilities.

Updated May 20, 2026
One-click install
npx skills add https://github.com/richardnguyen0715/ai-chatting-app --skill doubt-driven-development-richardnguyen0715
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: doubt-driven-development
Source: https://github.com/richardnguyen0715/ai-chatting-app/tree/main/.github/skills/doubt-driven-development
Command: npx skills add https://github.com/richardnguyen0715/ai-chatting-app --skill doubt-driven-development-richardnguyen0715

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill encourages a meticulous, in-flight review of non-trivial code decisions to reduce errors, improve quality, and mitigate risk before production deployment.

Core Features & Use Cases

  • In-Flight Review: Engages a fresh-context reviewer to question the reasoning and logic behind non-trivial code decisions before deployment.
  • Non-Interactive Guidance: Provides step-by-step guidance to users for performing a review, ensuring clarity and adherence to the process.
  • Adversarial Reviewer: Utilizes an adversarial approach to highlight potential issues, unconsidered edge cases, and logical gaps.

Quick Start

Before implementing a significant code change, initiate the Doubt-Driven Development process to scrutinize your decision-making process and ensure the code stands up to thorough scrutiny.

Frequently Asked Questions about doubt-driven-development

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is in-flight code review and how does it prevent logic errors?

In-flight code review scrutinizes non-trivial programming decisions before deployment. It uses adversarial prompting techniques to detect logic errors, code inefficiencies, and security vulnerabilities by actively questioning decision reasoning during development.

How do I perform an adversarial review of my code decisions?

Perform an adversarial code review by engaging a fresh-context reviewer to question the logic behind non-trivial decisions. Follow specific step-by-step guidance to scrutinize reasoning, highlight edge cases, and mitigate risk before production deployment.

When should I use doubt-driven development for risk mitigation?

Use doubt-driven development before implementing significant code changes. It is designed to reduce errors and mitigate risk by ensuring non-trivial programming decisions stand up to thorough, in-flight scrutiny prior to production deployment.

Does this code review approach require interactive tools or dependencies?

This code review approach requires no external dependencies. It provides non-interactive, step-by-step guidance to perform adversarial reviews, ensuring clarity and adherence to the process without needing specialized interactive environments.

What is the best way to detect security vulnerabilities before deployment?

The best way to detect security vulnerabilities before deployment is using an adversarial reviewer to highlight potential issues and logical gaps. This in-flight review process systematically questions code reasoning to uncover unconsidered edge cases.