Voltagent Core Reference

Deep codebase initialization with hierarchical AGENTS.md documentation

Guide a person in becoming a better teacher and explainer. AI coaches content structuring, audience calibration, explanation clarity, Socratic questioning technique, feedback interpretation, and reflective practice for technical presentations, documentation, and mentoring. Use when a person needs to present technical content and wants preparation coaching, wants to write better documentation or tutorials, struggles to explain concepts across expertise levels, is mentoring a colleague, or is preparing for a talk or knowledge-sharing session.

Prepare an organisation for regulatory inspection by assessing readiness against agency-specific focus areas (FDA, EMA, MHRA). Covers warning letter and 483 theme analysis, mock inspection protocols, document bundle preparation, inspection logistics, and response template creation. Use when a regulatory inspection has been announced or is anticipated, when a periodic self-assessment is due, when new systems have been implemented since the last inspection, or after a significant audit finding that may attract regulatory attention.

Invoke parallel document-specialist agents for external web searches and documentation lookup

当用户想要翻译存储库 README、使存储库支持多语言、本地化文档、添加语言切换器、国际化 README 或更新 GitHub 风格存储库中的本地化 README 变体时使用。

Next.js 16 缓存组件 - PPR、use cache 指令、cacheLife、cacheTag、updateTag