Julio-K

## llm-wiki.md

      
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                Julio-K
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              Created
              April 9, 2026 15:39
                — forked from karpathy/llm-wiki.md
            
              
                llm-wiki
              
          
    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.

  
## Getting Started: Create and Manage Cloud Resources: Challenge Lab Toggle Lab Panel favorite_border Add to favorites
Task 1: Create a project jumphost instance

Navigation menu > Compute engine > VM Instance


Task 2: Create a Kubernetes service cluster

gcloud config set compute/zone us-east1-b

gcloud container clusters create nucleus-webserver1

## aws_security_group_details.sh
#!/bin/bash
# Requires: awscli (http://aws.amazon.com/cli/)
# Prints out a list of all security groups and their settings, just for quickly auditing it.

# Your AWS credentials
#if [ -z ${AWS_ACCESS_KEY_ID} ]; then
#    export AWS_ACCESS_KEY_ID='***'
#    export AWS_SECRET_ACCESS_KEY='***'
#fi

## aws_security_group_details.sh
#!/bin/bash
# Requires: awscli (http://aws.amazon.com/cli/)
# Prints out a list of all security groups and their settings, just for quickly auditing it.

# Your AWS credentials
if [ -z ${AWS_ACCESS_KEY_ID} ]; then
    export AWS_ACCESS_KEY_ID='***'
    export AWS_SECRET_ACCESS_KEY='***'
fi

## index.html
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en" dir="ltr">
  <head>
    <title><unifi txt="Redirector" /></title>
    <meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />
    <meta http-equiv="refresh" content="0;url=https://<YOUR CAPTIVE PORTAL URL>/<unifi var="mac" />/<unifi var="ap_mac" />">
  </head>
  <body>
  </body>
</html>
	Task 1: Create a project jumphost instance

	Navigation menu > Compute engine > VM Instance


	Task 2: Create a Kubernetes service cluster

	gcloud config set compute/zone us-east1-b

	gcloud container clusters create nucleus-webserver1
	#!/bin/bash
	# Requires: awscli (http://aws.amazon.com/cli/)
	# Prints out a list of all security groups and their settings, just for quickly auditing it.

	# Your AWS credentials
	#if [ -z ${AWS_ACCESS_KEY_ID} ]; then
	# export AWS_ACCESS_KEY_ID='***'
	# export AWS_SECRET_ACCESS_KEY='***'
	#fi
	<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Strict//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-strict.dtd">
	<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en" dir="ltr">
	<head>
	<title><unifi txt="Redirector" /></title>
	<meta http-equiv="Content-Type" content="text/html; charset=UTF-8" />
	<meta http-equiv="refresh" content="0;url=https://<YOUR CAPTIVE PORTAL URL>/<unifi var="mac" />/<unifi var="ap_mac" />">
	</head>
	<body>
	</body>
	</html>