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Precision Debugger

ASecurity

在遇到模型精度问题,需要分析定位时使用。典型的精度问题包括回复输出中有乱码或重复、精度测评不达标等。

31 stars
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Added 9/23/2026
documentation

Security Analysis

A100/100

Scanned 9/23/2026

Install to Claude Code

$npx -y skills add kali20gakki/msAgent --skill precision-debugger --agent claude-code

Installs into .claude/skills of the current project.

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Files
SKILL.md
---
name: precision-debugger
description: 在遇到模型精度问题,需要分析定位时使用。典型的精度问题包括回复输出中有乱码或重复、精度测评不达标等。
---

# 精度问题调试SKILL

本SKILL提供一套系统化的方法,用于定位和修复模型精度问题,特别是推理场景。在不具备调试条件时,仅给出相关建议。

**典型触发场景**:
- 输出乱码或复读

## 工作流

### 阶段1:背景信息收集

需要从用户处获取的信息应包括:
1. 问题现象
2. 是否有其它数据可供分析?例如dump数据
3. 是否需要基于代码进行分析?如果需要,请提供代码路径以及模型信息
4. 是否允许直接调试?如果允许,请提供调试环境以及问题复现步骤
5. 其它线索或怀疑方向

**注意:**
- 完成阶段1后,才允许进入阶段2

### 阶段2:

阅读[精度问题汇总](./references/summary.md),查看是否有相似精度问题可供参考。

基于用户输入信息,开始问题分析。

若**不允许直接调试**,则直接到阶段3;若**允许直接调试**,则开始调试定位,直到问题解决,或无法继续。

### 阶段3:输出报告

整理以上分析定位过程,输出报告,保存到markdown文件中。

## 注意事项

**不允许:**
- 删除文件

**必须:**
- 对文件的任何修改操作,包括文件内容的增删改,新文件的创建,旧文件的重命名等,都记录在日志文件中

Attribution

kali20gakkikali20gakki
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