Jared buckey206

Prompt Chaining with QwQ, Qwen, o1-mini, Ollama, and LLM

Here we explore prompt chaining with local reasoning models in combination with base models. With shockingly powerful local models like QwQ and Qwen, we can build some powerful prompt chains that let us tap into their capabilities in a immediately useful, local, private, AND free way.

Explore the idea of building prompt chains where the first is a powerful reasoning model that generates a response, and then use a base model to extract the response.

Play with the prompts and models to see what works best for your use cases. Use the o1 series to see how qwq compares.

Setup

Bun (to run bun run chain.ts ...)

This configuration is not maintained anymore. You should think twice before using it, Breaking change and security issue will likely eventually happens as any abandonned project.

THIS GIST WAS MOVED TO TERMSTANDARD/COLORS REPOSITORY.

PLEASE ASK YOUR QUESTIONS OR ADD ANY SUGGESTIONS AS A REPOSITORY ISSUES OR PULL REQUESTS INSTEAD!

Work in progress, I'll write this up properly when I'm done.

Almost all credit goes to @maxogden for putting me on to this and pointing me in the right direction for each of these items.

Prerequisites:

Raspberry Pi
Kindle Paperwhite freed from its locked down state (jailbroken) http://www.mobileread.com/forums/showthread.php?t=198446
- You have to downgrade your Kindle to 5.3.1 to install the current jailbreak; that's just a matter of getting the old version image, putting it on your Kindle via USB and telling it to install "upgrade". Then you put in the Jailbreak files, load the ebook and break.
Your kindle will be quick to detect an upgrade is available so it'll want to upgrade soon afterwards but the jailbreak will last but you have to reinstall the developer certificates so it's a bit of a pain but doable. Find all the instructions on the mobileread.com forums and wiki.

tmux shortcuts & cheatsheet

start new:

tmux

start new with session name:

tmux new -s myname

	#!/bin/bash
	#
	# Author: Riskable
	#
	# License: CC0 (public domain)
	#
	# Description:
	#
	# This script will temporarily disable (for a few seconds) any attached USB
	# mice that also support emulating a joystick (the type that messes up game

	#!/bin/bash

	# Save this file as /usr/bin/apt-pac and chmod +x it.

	case "$1" in

	autoremove)
	pacman -Rns $(pacman -Qdtq);
	;;

	#!/bin/sh

	# Shell script to update namecheap.com dynamic dns
	# for a domain to your external IP address

	HOSTNAME=yoursubdomain
	DOMAIN=yourdomainname.com
	PASSWORD=y0urp455w0rd

	IP=`curl -s echoip.com`

	#!/usr/bin/env python3
	"""
	Script to test HTTP mirrors of Cygwin by measuring download times.

	Originally written in 2011, modernized in 2025.
	"""
	from math import floor
	from urllib.request import urlopen
	import argparse
	import sys