Rafael Torres Coelho Soares (aka Tuelho) rafaeltuelho

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.

The LangChain Provider Switching Pattern

How to Switch Between LLM Providers in 20 Lines of Code

🎯 The Core Pattern

The essential truth about switching LLM providers in LangChain:

January

[Ilya] Configuring Granular Access for Eclipse Che Authorized Users - https://che.eclipseprojects.io/2024/01/29/@ilya.buziuk-advanced-authorization.html

February

[Ilya] How to configure granular access in OpenShift Dev Spaces - https://developers.redhat.com/articles/2024/02/01/how-configure-granular-access-openshift-dev-spaces
[Mario] Customizing Eclipse Che Cloud Development Environments - https://che.eclipseprojects.io/2024/02/05/@mario.loriedo-cde-customization.html
[Valery] Streamline automation in OpenShift Dev Spaces with Ansible - https://developers.redhat.com/learn/openshift/streamline-automation-openshift-dev-spaces-ansible
[Ilya] / [Mario] Red Hat OpenShift Dev Spaces security best practices
https://developers.redhat.com/articles/2024/02/19/red-hat-openshift-dev-spaces-security-best-practices

END 2 END TRUSTY INFRASTRUCTURE TESTING

In order to run this test, you have to setup your environment with java, mvn, docker and docker-compose. Tested with

openjdk 11.0.6 2020-01-14
apache-maven-3.6.3
Docker version 20.10.3, build 48d30b5
docker-compose version 1.25.2, build 698e2846.

Clone the repositories kiegroup/kogito-runtimes, kiegroup/kogito-apps and kiegroup/kogito-examples. In addition to that, checkout to the release branch: for example if the release is 1.8.x, then run

Red Hat UBI OpenJDK Image

Table of Contents

Informational variables

Informational variables

Table 1. Table Informational variables

Name

Value

Description

	# used in OpenSSF EU 22 presentation:

	#!/bin/sh
	#set -X
	#doitlive commentecho: true

	### start second demo

	#!/bin/sh
	#set -x

	# used in DevConf 22 presentation: https://www.youtube.com/watch?v=vh26wcpA1-M

	#!/bin/sh
	#set -X
	#doitlive commentecho: true
	#
	# Start with a clean slate
	make clean
	#
	# Edit the source

	apiVersion: v1
	kind: Secret
	type: kubernetes.io/ssh-auth
	metadata:
	name: ssh-key-for-git
	annotations:
	tekton.dev/git-0: github.com
	data:
	ssh-privatekey: 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

	#!/bin/sh
	#set -x
	#doitlive commentecho: true

	# Requires openssl, step (https://github.com/smallstep/cli), jq

	## COSIGN or SWISS-ARMY-KNIFE TOOL
	# use openssl to generate keypair
	openssl ecparam -genkey -name secp384r1 > ec_private.pem

	/*
	* GitHub Commits for Google App Script.
	* Originally derived from https://gist.github.com/pamelafox/ea0474daa137f035b489bf78cc5797ea
	* but now heavily modified.
	* Provides functionality for much of the GitHub 'Git database' API:
	* https://docs.github.com/en/rest/reference/git
	*
	* This allows some basic query and commit operations on a repository in GitHub without
	* requiring a local git client. The functionality is currently limited to getting available
	* branches, and the building blocks for constructing a commit. Since this is done via REST