Deep Research(Jina)

什么是 Deep Search？ [10]

DeepSearch - 持续搜索、阅读网页、推理，直到找到答案（或超出 token 预算）。

<aside> 💡

• 搜(search)
• 读(read)
• 思(reasoning) </aside>

那 DeepResearch 又是什么呢？ [10]

设计和关注点

整体流程[13]

flowchart TD
    Start([Start]) --> Init[Initialize context & variables]
    Init --> CheckBudget{Token budget<br/>exceeded?}
    CheckBudget -->|No| GetQuestion[Get current question<br/>from gaps]
    CheckBudget -->|Yes| BeastMode[Enter Beast Mode]

    GetQuestion --> GenPrompt[Generate prompt]
    GenPrompt --> ModelGen[Generate response<br/>using Gemini]
    ModelGen --> ActionCheck{Check action<br/>type}

    ActionCheck -->|answer| AnswerCheck{Is original<br/>question?}
    AnswerCheck -->|Yes| EvalAnswer[Evaluate answer]
    EvalAnswer --> IsGoodAnswer{Is answer<br/>definitive?}
    IsGoodAnswer -->|Yes| HasRefs{Has<br/>references?}
    HasRefs -->|Yes| End([End])
    HasRefs -->|No| GetQuestion
    IsGoodAnswer -->|No| StoreBad[Store bad attempt<br/>Reset context]
    StoreBad --> GetQuestion

    AnswerCheck -->|No| StoreKnowledge[Store as intermediate<br/>knowledge]
    StoreKnowledge --> GetQuestion

    ActionCheck -->|reflect| ProcessQuestions[Process new<br/>sub-questions]
    ProcessQuestions --> DedupQuestions{New unique<br/>questions?}
    DedupQuestions -->|Yes| AddGaps[Add to gaps queue]
    DedupQuestions -->|No| DisableReflect[Disable reflect<br/>for next step]
    AddGaps --> GetQuestion
    DisableReflect --> GetQuestion

    ActionCheck -->|search| SearchQuery[Execute search]
    SearchQuery --> NewURLs{New URLs<br/>found?}
    NewURLs -->|Yes| StoreURLs[Store URLs for<br/>future visits]
    NewURLs -->|No| DisableSearch[Disable search<br/>for next step]
    StoreURLs --> GetQuestion
    DisableSearch --> GetQuestion

    ActionCheck -->|visit| VisitURLs[Visit URLs]
    VisitURLs --> NewContent{New content<br/>found?}
    NewContent -->|Yes| StoreContent[Store content as<br/>knowledge]
    NewContent -->|No| DisableVisit[Disable visit<br/>for next step]
    StoreContent --> GetQuestion
    DisableVisit --> GetQuestion

    BeastMode --> FinalAnswer[Generate final answer] --> End

主推理循环[10]

伪代码[11]