Jimson Liang ruijun

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.

	android {
	applicationVariants.all { variant ->
	variant.outputs.each { output ->
	if (variant.getBuildType().isMinifyEnabled()) {
	variant.assemble.doLast{
	copy {
	from variant.mappingFile
	into "${projectDir}/mappings"
	rename { String fileName ->
	"mapping-${variant.name}.txt"

	project.afterEvaluate {
	def isAndroidLibraryProject = project.plugins.hasPlugin('com.android.library')
	if(isAndroidLibraryProject) {
	task copyDeps(type:Copy) {
	from configurations.compile {
	include '*/.jar'
	}
	into "./build/intermediates/bundles/release/libs/"
	}
	bundleRelease.dependsOn copyDeps

	获取问题跟文章
	http://v3.wufazhuce.com:8000/api/reading/index/
	然后根据essay跟question id进去到不同的详细
	http://v3.wufazhuce.com:8000/api/question/1282
	http://v3.wufazhuce.com:8000/api/essay/1339

	获取首页
	http://v3.wufazhuce.com:8000/api/hp/idlist/0
	然后通过http://v3.wufazhuce.com:8000/api/hp/detail/1275 进入

	apply from: 'deps.gradle'

	// ...

	dependencies {
	compile supportLibs
	compile rxJavaLibs
	compile retrofitLibs
	compile okHttpLibs

	public class BlockDetect {

	// BlockDetectByPrinter
	public static void start() {
	Looper.getMainLooper().setMessageLogging(new Printer() {

	private static final String START = ">>>>> Dispatching";
	private static final String END = "<<<<< Finished";

	@Override

	public class EventLiveData extends LiveData<Object> {

	private final int mSubject;
	private final LifecycleRegistryOwner mLifecycle;

	public EventLiveData(@LiveDataBus.Subject int subject, @NonNull LifecycleRegistryOwner lifecycle) {
	mSubject = subject;
	mLifecycle = lifecycle;
	}