chore: first commit

README.md

@@ -16,3 +16,68 @@ npm run dev "what is the twitter account of jina ai's founder"
 npm run dev "who will be president of US in 2028?"
 npm run dev "what should be jina ai strategy for 2025?"
 ```
+
+```mermaid
+
+flowchart TD
+    subgraph Inputs[System Inputs]
+        OrigQuestion[Original Question]
+        TokenBudget[Token Budget]
+    end
+
+    subgraph States[Global States]
+        direction TB
+        GapQueue[Question Queue]
+        ContextStore[Action History]
+        BadStore[Failed Attempts]
+        QuestionStore[Question History]
+        KeywordStore[Keyword History]
+    end
+
+    subgraph Outputs[System Outputs]
+        FinalAnswer[Answer]
+    end
+
+    TokenBudget -->|check| End[System End]
+    
+    OrigQuestion -->|initialize| GapQueue
+    GapQueue -->|pop| NextQ[Question]
+    NextQ -->|generate| AIResponse[Response]
+    AIResponse -->|analyze| ActionType{Action Type}
+    
+    ActionType -->|is search| SearchOp[Search Results]
+    SearchOp -->|store| ContextStore
+    SearchOp -->|add| KeywordStore
+    SearchOp -->|continue| TokenBudget
+    
+    ActionType -->|is read| URLData[URL Content]
+    URLData -->|store| ContextStore
+    URLData -->|continue| TokenBudget
+    
+    ActionType -->|is reflect| NewQuestions[Questions]
+    NewQuestions -->|check against| QuestionStore
+    NewQuestions -->|filter| UniqueQuestions[Unique Questions]
+    UniqueQuestions -->|push to| GapQueue
+    UniqueQuestions -->|add to| QuestionStore
+    UniqueQuestions -->|continue| TokenBudget
+    
+    ActionType -->|is answer| AnswerCheck{Original Question}
+    AnswerCheck -->|compare with| OrigQuestion
+    AnswerCheck -->|is not| ContextStore
+    ContextStore -->|continue| TokenBudget
+    
+    AnswerCheck -->|is| Evaluation[Answer Quality]
+    Evaluation -->|check| ValidCheck{Quality}
+    ValidCheck -->|passes| FinalAnswer
+    FinalAnswer -->|return| End
+    
+    ValidCheck -->|fails| BadStore
+    ValidCheck -->|fails and clear| ContextStore
+
+    classDef state fill:#e1f5fe,stroke:#01579b
+    classDef input fill:#e8f5e9,stroke:#2e7d32
+    classDef output fill:#fce4ec,stroke:#c2185b
+    class GapQueue,ContextStore,BadStore,QuestionStore,KeywordStore state
+    class OrigQuestion,TokenBudget input
+    class FinalAnswer output
+```