tranhieutt

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

tranhieutt

let textField = app.textFields[""input user name textField.tap() 
textField.typeText("abc") 
app.buttons["start"].tap() 
let querry = app.otherElements["identifier_any_uicontroll"] 
if querry.waitForExistence(timeout: timeOut) 
{ 
//do something else
 }

tranhieutt

app.pickerWheels.element(boundBy: 0).adjust(toPickerWheelValue: "17")

tranhieutt

func testMoveToOtherScreen() { 
   _ = tapOnButtonInCell(atPosition: 0) 
   XCTAssert(app.navigationBars["Other Screen:"].exists)
 }

func tapOnButtonInCell(atPosition: Int) -> XCUIElement { 
  let cellQuerry = app.tables.cells.element(boundBy: atPosition) 
  cellQuerry.buttons["buttonOther"].tap() 
  return cellQuerry 
}

tranhieutt

func testMoveToFlowerSrceen() { 
  app.tables.cells.staticTexts["Flower"].tap()
  XCTAssert(app.navigationBars["Flower Screen"].exists)
}

tranhieutt

func testMoveHomeScreen() {
   app.buttons[startTest].tap()
   XCTAssert(app.navigationBars["HomeScreen"].exists)
}

tranhieutt

func testLoginWithPasswordAndUserName() { 
  let textField = app.textFields["input user name"] 
  textField.tap()
  textField.typeText("user name") 
  let secureTextFields = app.secureTextFields[inputPassword] 
  secureTextFields.tap() secureTextFields.typeText("pass123")
  app.buttons["login"].tap() 
  XCTAssert(app.buttons["startTest"].isEnabled)
}

tranhieutt

func testLoginWithEmptyUserNameAndPassword() { 
  let secureTextFields = app.secureTextFields["input password"]
  secureTextFields.tap() secureTextFields.typeText("pass123") 
  app.buttons["login"].tap()
  XCTAssert(app.alerts.element.staticTexts["pass is correct"].exists)
}

tranhieutt

func testRegisterWithUserName() {
 let textField = app.textFields["input user name"] 
 textField.tap() 
 textField.typeText("user name") 
 app.buttons[register].tap() 
 XCTAssert(app.alerts.element.staticTexts["user is correct"].exists) 
}

tranhieutt

override func draw(_ rect: CGRect) {
        // Add ARCs
        self.addCirle(innerCircleRadius, capRadius: 20, color: self.firstColor)
        self.addCirle(middleCircleRadius, capRadius: 20, color: self.secondColor)
        self.addCirle(outerCircleRadius, capRadius: 20, color: self.thirdColor)
    }
    
    func addCirle(_ arcRadius: CGFloat, capRadius: CGFloat, color: UIColor) {
        let X = self.bounds.midX
        let Y = self.bounds.midY