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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.

@arianvp
arianvp / SSH_MACOS_SECURE_ENCLAVES.md
Last active May 2, 2026 19:21
Native Secure Enclaved backed ssh keys on MacOS

Native Secure Enclave backed ssh keys on MacOS

It turns out that MacOS Tahoe can generate and use secure-enclave backed SSH keys! This replaces projects like https://github.com/maxgoedjen/secretive

There is a shared library /usr/lib/ssh-keychain.dylib that traditionally has been used to add smartcard support to ssh by implementing PKCS11Provider interface. However since recently it also implements SecurityKeyProivder which supports loading keys directly from the secure enclave! SecurityKeyProvider is what is normally used to talk to FIDO2 devices (e.g. libfido2 can be used to talk to your Yubikey). However you can now use it to talk to your Secure Enclave instead!

(?i)((access_key|access_token|admin_pass|admin_user|algolia_admin_key|algolia_api_key|alias_pass|alicloud_access_key|amazon_secret_access_key|amazonaws|ansible_vault_password|aos_key|api_key|api_key_secret|api_key_sid|api_secret|api.googlemaps AIza|apidocs|apikey|apiSecret|app_debug|app_id|app_key|app_log_level|app_secret|appkey|appkeysecret|application_key|appsecret|appspot|auth_token|authorizationToken|authsecret|aws_access|aws_access_key_id|aws_bucket|aws_key|aws_secret|aws_secret_key|aws_token|AWSSecretKey|b2_app_key|bashrc password|bintray_apikey|bintray_gpg_password|bintray_key|bintraykey|bluemix_api_key|bluemix_pass|browserstack_access_key|bucket_password|bucketeer_aws_access_key_id|bucketeer_aws_secret_access_key|built_branch_deploy_key|bx_password|cache_driver|cache_s3_secret_key|cattle_access_key|cattle_secret_key|certificate_password|ci_deploy_password|client_secret|client_zpk_secret_key|clojars_password|cloud_api_key|cloud_watch_aws_access_key|cloudant_password|cloudflare_api_key|cloudflare_auth_k
@theevilbit
theevilbit / get_apple_oss.sh
Last active December 9, 2025 02:07
Download All Apple OSS Tarballs from Github
#!/bin/zsh
: '
You need a personal access token for GitHub to avoid hitting the rate limit. Refer to the docs:
https://docs.github.com/en/rest/guides/getting-started-with-the-rest-api
https://docs.github.com/en/authentication/keeping-your-account-and-data-secure/creating-a-personal-access-token
'
APPLE_OSS_DIR="all_apple_oss_archives"
APPLE_OSS_REPO_FILE="all_apple_oss_repo_names.txt"
@nytr0gen
nytr0gen / update_burp.sh
Last active September 6, 2023 04:22
Create an MacOS App from Burp Jar File
#!/bin/bash
version=$(curl -s https://portswigger.net/burp/releases | grep "Professional / Community" | head -n1 | grep -E "[0-9\.]+" -o)
if [[ -d ~/Applications/BurpSuite.app ]]; then
local_version=$(cat ~/Applications/BurpSuite.app/Contents/Resources/version.txt)
if [[ "$version" == "$local_version" ]]; then
echo "Latest version is $version - which is the same as the local"
exit 1
fi
@thesailordev
thesailordev / Carthage2Cocoapods.md
Last active May 24, 2024 05:10
Convert a Carthage Dependency-Managed Project to Cocoapods

Carthage to Cocoapods

We recently had the need to align our frameworks to one dependency management system. Previously we were using Carthage and Cocoapods (or both) amongst different frameworks. The burden of supporting both platforms coupled with long build times on our CI/CD drew us away from Carthage. During this conversion I encountered several "gotcha" moments in our Xcode projects that I want to share with others who might be doing the same thing to get you to a clean Cocoapod based build.

Assumptions

  • You have a working knowledge of Carthage and Cocoapods
  • You have a working knowledge of Xcode project settings
@jeffersonmartin
jeffersonmartin / moodle-nginx-config
Created April 22, 2017 17:50
Nginx Config for Moodle (with proper rewrite/paths)
server {
listen 80;
server_name learn.mydomain.com;
return 301 https://learn.mydomain.com$request_uri;
}
server {
listen 443 ssl;
server_name learn.mydomain.com;
@pofat
pofat / bytes_handler.swift
Created November 1, 2016 02:38
A method to retrieve byte array and bit array from Data in Swift 3
// Using UInt8 as Byte
typealias Byte = UInt8
enum Bit: Int {
case zero, one
}
extension Data {
var bytes: [Byte] {
var byteArray = [UInt8](repeating: 0, count: self.count)
self.copyBytes(to: &byteArray, count: self.count)
@genedelisa
genedelisa / MidIPlayer
Last active April 4, 2020 20:43
Swift AVMIDIPlayer
/// soundbanks are either dls or sf2. see http://www.sf2midi.com/
var soundbank:NSURL!
var mp:AVMIDIPlayer!
func playMIDIFile() {
// Load a SoundFont or DLS file.
self.soundbank = NSBundle.mainBundle().URLForResource("GeneralUser GS MuseScore v1.442", withExtension: "sf2")
// a standard MIDI file.