Arsen Tagaev arstagaev

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.

How to get latest git tag or commit ID (gradle)

The following will give you the latest git tag name (if the HEAD is tagged) or latest commit ID otherwise. The getAppVersion function returns the end value.

Why is this useful?

I use it to name packages of my builds and other versioning purposes in my Android projects.

The code:

def getAppVersion = { ->
 def stdout = new ByteArrayOutputStream()

Open Automator.app
Create new Quick Action
Select Run AppleScript
Add this:

set inputVolume to input volume of (get volume settings)
if inputVolume = 0 then
	set inputVolume to 100
	display notification "Volume set to 100" with title "✅ Microphone is on"

	nano ~/.zshrc
	enter:
	export ANDROID_HOME="$HOME/Library/Android/sdk"
	export PATH="$ANDROID_HOME/tools:$ANDROID_HOME/tools/bin:$ANDROID_HOME/platform-tools:$PATH"

	source ~/.zshrc

	adb devices

	adb pair 192.168.##.##:#####

	import org.jetbrains.compose.compose
	import org.jetbrains.compose.desktop.application.dsl.TargetFormat

	buildscript {
	dependencies {
	classpath("com.guardsquare:proguard-gradle:7.2.1")
	}
	}

	repositories {

	@Composable
	fun DragDropList(
	items: List<ReorderItem>,
	onMove: (Int, Int) -> Unit,
	modifier: Modifier = Modifier
	) {

	val scope = rememberCoroutineScope()

	var overscrollJob by remember { mutableStateOf<Job?>(null) }

	import androidx.compose.animation.core.*
	import androidx.compose.foundation.background
	import androidx.compose.foundation.layout.*
	import androidx.compose.foundation.shape.CircleShape
	import androidx.compose.material.MaterialTheme
	import androidx.compose.material.Text
	import androidx.compose.runtime.Composable
	import androidx.compose.runtime.getValue
	import androidx.compose.ui.Alignment
	import androidx.compose.ui.Modifier

	val textPaint = Paint().asFrameworkPaint().apply {
	isAntiAlias = true
	textSize = 24.sp.toPx()
	color = android.graphics.Color.BLUE
	typeface = Typeface.create(Typeface.MONOSPACE, Typeface.BOLD)
	}
	Canvas(
	modifier = modifier.fillMaxSize(),
	onDraw = {
	drawIntoCanvas {

	import androidx.compose.animation.core.*
	import androidx.compose.desktop.Window
	import androidx.compose.foundation.BorderStroke
	import androidx.compose.foundation.Canvas
	import androidx.compose.foundation.border
	import androidx.compose.foundation.layout.Box
	import androidx.compose.foundation.layout.aspectRatio
	import androidx.compose.foundation.layout.fillMaxSize
	import androidx.compose.runtime.*
	import androidx.compose.ui.Alignment