1自研 AgentLoopA hand-written agent loop
7 个事件 + 3 个钩子7 events + 3 hooks
2将三级审核任务抽象为 Skills + ToolsThree tiers of review, expressed as Skills + Tools
将 13 条审编 SOP 聚合为 4 份 Skills，按需调用13 curation SOPs consolidated into 4 Skills, read on demand
将业务逻辑整理成七个工具：看数据 · 跑脚本 · 查库 · 检索 · 交结论Business logic split into seven tools: read data · run checks · query the DB · retrieve · submit findings
3RAGFlow：将向量库作为工具进行调用RAGFlow: the vector store is called as a tool
将三类信息向量化：ENA/SRA 官方语义定义 · 关联文献的 Methods 片段 · 通过审核的范例Three kinds of material are indexed: official ENA/SRA field semantics · Methods sections of linked papers · descriptions that passed review
结构化的依据不进向量库 —— 物种谱系、受控词表、字段必填性走工具校验Structured criteria stay out of the index — taxonomy, controlled vocabularies and required-field rules are checked by tools
4beforeStop 钩子The beforeStop hook
结束前强制提交审核结果Forces the review result to be submitted before the loop may end
5beforeTool 钩子The beforeTool hook
逐次调用拦截：拦住重复的工具调用 + 工具调用预算Intercepts every call: blocks duplicate tool calls, enforces the call budget
6五种结束状态Five terminal states
DONE 不再请求工具 · CAPPED 撞熔断机制 · TRUNCATED 模型输出上限 · REFUSED 模型拒答 · FAILED 调模型失败DONE no more tool calls · CAPPED circuit breaker tripped · TRUNCATED output limit hit · REFUSED model declined · FAILED model call failed