howzus dreamineering

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.

Minimal Prompt Chainables

Sequential prompt chaining in one method with context and output back-referencing.

Files

main.py - start here - full example using MinimalChainable from chain.py to build a sequential prompt chain
chain.py - contains zero library minimal prompt chain class
chain_test.py - tests for chain.py, you can ignore this
requirements.py - python requirements

Setup

Create a new directory with these three files (requirements.txt, main.py, README.md)
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python main.py
Update main() to run the example prompt chains

Essential JavaScript Links

I no longer mantain this list. There are lots of other very comprehensive JavaScript link lists out there. Please see those, instead (Google "awesome JavaScript" for a start).

An Open API for Links

This is a proposal / spec for a public database and API for links between related webpages, based on ideas presented in this essay. We're building a prototype at Wayfinder, and we'd like input from the community on how it should function and operate.

Goals

To build and provide an open database where anyone can easily create and query for links between related webpages. Links are used not just by curious readers but by search and recommendation engines to find and understand the relationships between content on the web. Therefore:

Anyone should be able to link content on the web, not just authors and publishers. Today there's no easy way to publicly specify a relationship between two webpages if you're not the original author of one of those pages. This means that the power to connect information is concentrated in a small number of hands. It doesn't have to be.
Links – all of them – should be accessible

The introduction to Reactive Programming you've been missing

(by @andrestaltz)

This tutorial as a series of videos

If you prefer to watch video tutorials with live-coding, then check out this series I recorded with the same contents as in this article: Egghead.io - Introduction to Reactive Programming.

	Create a python class that enables <objective>. I need the following FUNCTION support.

	FUNCTION

	__init__()
	func1()
	func2(with_param)
	func3(with_param) - explanation of function

	pragma solidity >=0.8.0 <0.9.0;

	// SPDX-License-Identifier: MIT
	/// [MIT License]
	/// @title Base64
	/// @notice Provides a function for encoding some bytes in base64
	/// @author Brecht Devos <brecht@loopring.org>
	library Base64 {
	bytes internal constant TABLE =
	"ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";

	pragma solidity >=0.8.0 <0.9.0;

	//SPDX-License-Identifier: MIT
	import "hardhat/console.sol";
	import "@openzeppelin/contracts/utils/Counters.sol";
	import "@openzeppelin/contracts/token/ERC721/extensions/ERC721URIStorage.sol";
	import "@openzeppelin/contracts/utils/Strings.sol";
	import "./Base64.sol";
	import "@openzeppelin/contracts/access/Ownable.sol";

	<template>
	<div class="inline-block" v-html="require('icon-' + this.icon + '.svg')"></div>
	</template>

	<style module>
	.svg {
	fill: currentColor;
	height: 1em;
	margin-top: -4px;
	vertical-align: middle;