Zuogong Yue oracleyue

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.

Claude Code Multi-Provider Setup Guide

Overview

Claude Code is a powerful command-line interface that allows developers to interact with Anthropic's Claude AI models for coding assistance. This guide provides two battle-tested methods to configure Claude Code to work with multiple LLM providers beyond just Anthropic, including models from DeepSeek, z.ai (GLM), Kimi, and OpenRouter.

This empowers you to switch between the best model for any given task without ever leaving your terminal. Two Approaches to Flexibility

Shell Functions: A simple, lightweight, and robust method for switching providers before starting a session. Perfect for most use cases.

Setup ZSH

This gist will guide you through to setup starship along with zsh suggestions and zsh syntax highlight for your codespaces.

Open in Sublime Text

Open Automator
Quick Action
Set “Service receives selected” to files or folders in any application
Add a Run Shell Script action
Set the script action to /Applications/Sublime\ Text.app/Contents/SharedSupport/bin/subl -n "$@"
Set “Pass input” to as arguments

	"$schema" = 'https://starship.rs/config-schema.json'

	format = """
	[](red)\
	$os\
	$username\
	[](bg:peach fg:red)\
	$directory\
	[](bg:yellow fg:peach)\
	$git_branch\

	#!/usr/bin/env bash

	shopt -s nocasematch
	shopt -s nocaseglob

	output=`echo ${1} \| sed 's/.[bB][gG][lL]//'`

	python3 ~/projects/pyglossary/pyglossary.pyw --read-format=BabylonBgl --read-options=resPath=OtherResources --write-format=AppleDict "$1" "$output"
	cd $output
	make

	# Hello, and welcome to makefile basics.
	#
	# You will learn why `make` is so great, and why, despite its "weird" syntax,
	# it is actually a highly expressive, efficient, and powerful way to build
	# programs.
	#
	# Once you're done here, go to
	# http://www.gnu.org/software/make/manual/make.html
	# to learn SOOOO much more.

	# OBJS specifies which files to compile as part of the project
	OBJS = main.cpp

	# CC specifies which compiler we're using
	CC = g++

	# INCLUDE_PATHS specifies the additional include paths we'll need
	INCLUDE_PATHS = -I/usr/local/include -I/opt/X11/include

	# LIBRARY_PATHS specifies the additional library paths we'll need

	{
	"metadata": {
	"name": "",
	"signature": "sha256:a04c38d9604adb7eb9ca89860dfa1ef72db66037cc2c07c391ef8e67a31f9254"
	},
	"nbformat": 3,
	"nbformat_minor": 0,
	"worksheets": [
	{

	(require 'popup)
	(require 'yasnippet)

	;; add some shotcuts in popup menu mode
	(define-key popup-menu-keymap (kbd "M-n") 'popup-next)
	(define-key popup-menu-keymap (kbd "TAB") 'popup-next)
	(define-key popup-menu-keymap (kbd "<tab>") 'popup-next)
	(define-key popup-menu-keymap (kbd "<backtab>") 'popup-previous)
	(define-key popup-menu-keymap (kbd "M-p") 'popup-previous)