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ai-consultation

提供AI咨询工作流程、提示模板和多模型咨询的最佳实践。当用户请求“第二意见”、“询问Codex”、“询问Gemini”、“AI代码审查”、“外部AI咨询”,或需要用于代码审查、安全审计或架构分析的提示模板时使用。

person作者: jakexiaohubgithub

AI Consultation Skill

Methodology and templates for effective AI consultation workflows with external AI tools like Codex and Gemini.

When to Use

  • Getting second opinions from Codex or Gemini CLI
  • Code review consultations
  • Architecture decision validation
  • Security audits with multiple AI perspectives
  • Debugging with alternative diagnostic approaches
  • Performance reviews needing fresh insights

Consultation Types

  1. Code Review / Quality Check - Focus on quality, security, performance, best practices
  2. Architecture / Design Opinion - Focus on structure, patterns, scalability, tradeoffs
  3. Debugging / Root Cause Analysis - Focus on finding causes, suggesting diagnostics
  4. Security Audit - Focus on vulnerabilities, OWASP, auth, data exposure
  5. Performance Review - Focus on bottlenecks, algorithms, optimization opportunities

Key Principles

Safety First

  • Always use sandbox/read-only mode for consultations
  • External AI tools should not modify files
  • Get user confirmation before any write operations

Critical Thinking

  • Never accept AI suggestions blindly
  • Compare external AI perspective with your own analysis
  • Validate recommendations before presenting
  • Acknowledge when uncertain

Effective Prompts

  • Be specific about files and components to analyze
  • Provide relevant context and constraints
  • Specify desired output format (line numbers, severity ratings)
  • Request prioritization by impact or severity

Resources

See the reference documents for detailed guidance:

  • references/prompt-templates.md - Ready-to-use prompt templates for all consultation types
  • references/examples.md - 12 concrete consultation examples with workflows
  • references/decision-tree.md - Comprehensive decision logic for choosing consultation types
  • references/consultation-checklist.md - Quality assurance checklist for consultations
  • references/cli-options.md - AI CLI options reference for Gemini and other tools

Quick Start

Basic Consultation Flow

  1. Identify consultation type - What does the user need?
  2. Prepare the prompt - Use templates, be specific
  3. Execute safely - Always read-only/sandbox mode
  4. Evaluate critically - Don't accept blindly
  5. Synthesize perspectives - Combine AI insights with your own
  6. Present clearly - Prioritize findings, provide action items

Example Prompt Structure

[ACTION VERB] [COMPONENT] for [PURPOSE].

Focus on:
- [ASPECT 1]
- [ASPECT 2]
- [ASPECT 3]

For each finding:
- Provide line numbers
- Rate severity (Critical/High/Medium/Low)
- Suggest remediation steps

Output Format

When presenting consultation results:

Executive Summary

Brief overview of key findings (2-3 sentences)

AI's Findings

Organized by priority:

  • Critical issues
  • High priority
  • Medium priority
  • Low priority

Your Analysis

Where you agree/disagree, additional insights

Synthesis & Recommendations

Combined recommendations with actionable next steps