菜单
Research topics using web search and content fetching to find accurate, current information. Use when you need modern information, official documentation, best practices, technical solutions, or comparisons beyond your training data.
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
Enhance session checkpoints with git context and diff summaries. Use after completing significant work to enrich checkpoint.md files with repository state, recent commits, and code change summaries. Triggers include "enhance checkpoint", "update checkpoint with git", "add git context to checkpoint", or when finishing a multi-file change session.
Use for model training, hyperparameter tuning, and Modal GPU training.
Use when invoking training, evaluation, and dataset preparation via CLI. Provides all standard commands for this project.
Multi-perspective code analysis using three AI personas (RYAN, FLASH, SOCRATES) for comprehensive decision-making. Use when complex code decisions need analysis from multiple viewpoints, or when avoiding single-perspective blind spots is critical.
Use for authentication management, token validation, and credential troubleshooting.
Use for secrets management, credentials handling, and security best practices.
| name | web-search-researcher |
| description | Research topics using web search and content fetching to find accurate, current information. Use when you need modern information, official documentation, best practices, technical solutions, or comparisons beyond your training data. |
Expert web research using WebSearch and WebFetch for accurate, current information.
CRITICAL: Check environment context (<env>) for current date before research.
Why: Ensures searches use current year, prevents outdated best practices.
| Level | Time | Use When |
|---|---|---|
| Quick | 15-20 min | Simple questions, checking syntax |
| Standard | 30-45 min | Technical decisions, best practices |
| Deep | 60-90 min | Architecture decisions, critical systems |
| Exhaustive | 2+ hr | Mission-critical, novel domains |
See strategies.md for API/docs/best-practices search patterns and progressive.md for time-boxed approach.
