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Charles Zheng charleszheng44

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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.

@rahularity
rahularity / work-with-multiple-github-accounts.md
Last active July 15, 2026 10:56
How To Work With Multiple Github Accounts on your PC

How To Work With Multiple Github Accounts on a single Machine

Let suppose I have two github accounts, https://github.com/rahul-office and https://github.com/rahul-personal. Now i want to setup my mac to easily talk to both the github accounts.

NOTE: This logic can be extended to more than two accounts also. :)

The setup can be done in 5 easy steps:

Steps:

  • Step 1 : Create SSH keys for all accounts
  • Step 2 : Add SSH keys to SSH Agent
@joshbuchea
joshbuchea / semantic-commit-messages.md
Last active September 4, 2026 06:14
Semantic Commit Messages

Semantic Commit Messages

See how a minor change to your commit message style can make you a better programmer.

Format: <type>(<scope>): <subject>

<scope> is optional

Example

@vmarmol
vmarmol / client.go
Created February 9, 2015 23:21
Simple Go-based HTTP streaming via HTTP and websockets.
package main
import (
"encoding/json"
"flag"
"io"
"net/http"
"github.com/golang/glog"
"golang.org/x/net/websocket"
@jaseemabid
jaseemabid / git tutorials.md
Last active January 13, 2026 15:29 — forked from netroy/git tutorials.md
Awesome git tutorials I am finding here and there