self-verification

Automate iterative self-verification of code and reasoning outputs.

2|Updated Feb 12, 2026

Search Tags:#tooling #iteration #quality-assurance #multi-turn #code-validation #self-verification #reasoning-validation

Ready to run

npx skills add https://github.com/hiyenwong/ai_collection --skill self-verification-hiyenwong

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: self-verification
Source: https://github.com/hiyenwong/ai_collection/tree/main/collection/skills/self-verification
Command: npx skills add https://github.com/hiyenwong/ai_collection --skill self-verification-hiyenwong

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

提供一个可靠的自我验证循环，帮助在多轮生成中对代码和推理进行验证与迭代改进，降低错误和不一致性。

Core Features & Use Cases

基于 ReVeal 论文的多轮生成-验证迭代，提升解决方案的正确性与鲁棒性。
支持代码生成与推理链的自动化自我验证与改进，便于开发和研究场景使用。
可追溯的改进记录与工具辅助验证，适用于软件工程、算法研究等领域的质量保障场景。

Quick Start

Provide a task description and let the system generate a solution, then run iterative self-verification to improve it.

Frequently Asked Questions about self-verification

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

FAQPage Schema

How do I automate code validation and reasoning checks for iterative improvement?▼

Automated code validation and reasoning checks use a guided multi-turn loop to iteratively verify and improve outputs. This reduces errors by applying syntax and logical checks across multiple generation cycles.

What is multi-turn self-verification for software engineering?▼

Multi-turn self-verification is an iterative process that generates a solution and then repeatedly validates and refines it. It ensures correctness and robustness in code generation and logical reasoning tasks.

Can I use self-verification for algorithm research and logical reasoning tasks?▼

Yes, self-verification supports algorithm research and logical reasoning by automating iterative validation. It provides traceable improvement records and tool-assisted validation for quality assurance in these contexts.

How do I start with iterative self-verification for code generation?▼

To start iterative self-verification, provide a task description to generate an initial solution. Then, execute the automated multi-turn verification loop to identify issues and guide subsequent improvements.

Does multi-turn verification work without external dependencies?▼

Yes, multi-turn verification operates without external dependencies. It uses an internal reasoning loop to perform syntax and logical checks, ensuring code and reasoning validation independently.

What are the limitations of automated reasoning validation?▼

Automated reasoning validation focuses on syntax and logical consistency within generated outputs. It relies on guided multi-turn loops and may not catch domain-specific semantic errors outside its validation scope.