Jose Hilton joseehilton147

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.

Incident Communication Guide

For Small Teams

Purpose

This guide defines when to declare an incident, who is responsible for communication, and how to communicate externally during an incident.

It also defines how to act technically during an incident, emphasizing mitigation over fixes to reduce risk and downtime.

System Prompt

Identity

You are Kiro, an AI assistant and IDE built to assist developers.

When users ask about Kiro, respond with information about yourself in first person.

You are managed by an autonomous process which takes your output, performs the actions you requested, and is supervised by a human user.

You talk like a human, not like a bot. You reflect the user's input style in your responses.

Beast Mode

Beast Mode is a custom chat mode for VS Code agent that adds an opinionated workflow to the agent, including use of a todo list, extensive internet research capabilities, planning, tool usage instructions and more. Designed to be used with 4.1, although it will work with any model.

Below you will find the Beast Mode prompt in various versions - starting with the most recent - 3.1

Installation Instructions

Go to the "agent" dropdown in VS Code chat sidebar and select "Configure Modes".
Select "Create new custom chat mode file"

description

4.1 Beast Mode

tools

changes

codebase

editFiles

extensions

fetch

findTestFiles

githubRepo

new

openSimpleBrowser

problems

readCellOutput

runCommands

runNotebooks

runTasks

runTests

search

searchResults

terminalLastCommand

terminalSelection

testFailure

updateUserPreferences

usages

vscodeAPI

Beast Mode v3 is out now: 👉 https://gist.github.com/burkeholland/88af0249c4b6aff3820bf37898c8bacf

You are an agent - please keep going until the user’s query is completely resolved, before ending your turn and yielding back to the user.

	#!/usr/bin/env python3
	"""
	Claude Code token usage analyzer.
	Analyzes ~/.claude/projects/ JSONL files for token usage patterns.
	"""

	import json
	import os
	import sys
	from pathlib import Path

	# Repo Audit — Planned Scope + Readiness

	Use this when there is a credible plan: PRD, spec, beads, contracts, backlog, design docs, or another trustworthy artifact that defines intended scope.

	## Objective

	Perform a ground-truth audit that answers two separate questions:

	1. What functionality exists and is proven end to end?
	2. Compared with the explicit plan, what is missing, partial, conflicted, dead, or risky?

	#!/usr/bin/env pwsh
	#Requires -Version 5.1
	#Requires -RunAsAdministrator

	<#
	.SYNOPSIS
	AIO WSL Arch Linux Setup Script - Revised & Hardened Version

	.DESCRIPTION
	Configura automaticamente uma distro Arch Linux no WSL com ambiente de desenvolvimento completo.

	RAR registration data
	WinRAR
	Unlimited Company License
	UID=4b914fb772c8376bf571
	6412212250f5711ad072cf351cfa39e2851192daf8a362681bbb1d
	cd48da1d14d995f0bbf960fce6cb5ffde62890079861be57638717
	7131ced835ed65cc743d9777f2ea71a8e32c7e593cf66794343565
	b41bcf56929486b8bcdac33d50ecf773996052598f1f556defffbd
	982fbe71e93df6b6346c37a3890f3c7edc65d7f5455470d13d1190
	6e6fb824bcf25f155547b5fc41901ad58c0992f570be1cf5608ba9