yibo365

Self Consistency — Development skill for Claude Code

Development community

Self-Consistency 用多次采样投票提升准确率，Self-Refine 让模型自我打分修正——两个看似简单的技巧，效果常常比换更强的模型还显著.

How to install Self Consistency

Installs to ~/.claude/skills/yibo365-agent-camp-self-consistency/SKILL.md

Terminal

mkdir -p ~/.claude/skills/yibo365-agent-camp-self-consistency && curl -fsSL https://raw.githubusercontent.com/yibo365/agent-camp/HEAD/prompt/self-consistency.md -o ~/.claude/skills/yibo365-agent-camp-self-consistency/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Self Consistency does

title: 自一致性与自我反思 description: Self-Consistency 用多次采样投票提升准确率，Self-Refine 让模型自我打分修正——两个看似简单的技巧，效果常常比换更强的模型还显著。 pageClass: prompt-self-consistency-page

Prompt 工程

Self-Consistency 与 Self-Refine

Self-Consistency 用多次采样投票，Self-Refine 让模型自我打分修正——两个简单技巧，效果常常比换更强的模型还显著。

适合阶段：Prompt 进阶核心机制：多次采样 + 投票 / 自我审查

Alternatives in Development

GenericAgent — Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token co 6.1k ★
Hermes Agent Self Evolution — ⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA 5.2k ★
Microsandbox — Open-source self-hosted MicroVM sandboxes with sub-200ms startup, hardware-level isolation via libkrun 5k ★