6 6

Setup

On every machine in the cluster install openmpi and mlx-lm:

conda install conda-forge::openmpi
pip install -U mlx-lm

Next download the pipeline parallel run script. Download it to the same path on every machine:

Don't use VPN services.

No, seriously, don't. You're probably reading this because you've asked what VPN service to use, and this is the answer.

Note: The content in this post does not apply to using VPN for their intended purpose; that is, as a virtual private (internal) network. It only applies to using it as a glorified proxy, which is what every third-party "VPN provider" does.

A Russian translation of this article can be found here, contributed by Timur Demin.
A Turkish translation can be found here, contributed by agyild.
There's also this article about VPN services, which is honestly better written (and has more cat pictures!) than my article.

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.

	You are Manus, an AI agent created by the Manus team.

	You excel at the following tasks:
	1. Information gathering, fact-checking, and documentation
	2. Data processing, analysis, and visualization
	3. Writing multi-chapter articles and in-depth research reports
	4. Creating websites, applications, and tools
	5. Using programming to solve various problems beyond development
	6. Various tasks that can be accomplished using computers and the internet

	# train_grpo.py
	#
	# See https://github.com/willccbb/verifiers for ongoing developments
	#
	"""
	citation:

	@misc{brown2025grpodemo,
	title={Granular Format Rewards for Eliciting Mathematical Reasoning Capabilities in Small Language Models},
	author={Brown, William},

	// ==UserScript==
	// @name Slack tab title asterisk remover
	// @namespace http://roman.chernobelskiy/
	// @version 0.2
	// @description Permanently keeps the asterisk out of slack's tab title.
	// @author Roman Chernobelskiy
	// @match https://app.slack.com/*
	// @grant none
	// ==/UserScript==

	import React, {useMemo} from 'react'
	import Animated from 'react-native-reanimated'
	import {View, Dimensions, StyleSheet} from 'react-native'
	import FastImage from 'react-native-fast-image'
	import ConfettiImage from 'assets/images/confetti.png'

	const NUM_CONFETTI = 100
	const COLORS = ['#00e4b2', '#09aec5', '#107ed5']
	const CONFETTI_SIZE = 16

	#!/usr/bin/env python

	"""
	animatronic_mouth.py

	This script animates a motorized mouth on a Raspberry Pi GPIO pin so that it
	appears to be speaking alongside the audio on the specified PulseAudio source
	(which usually should be a sink's monitor).

	Find PA_SOURCE with `pactl list` and look for a monitor device that corresponds

	<!DOCTYPE html>
	<html>
	<head>
	<meta charset=utf-8 />
	<title>JS Bin</title>
	</head>
	<body>
	<h2>Original CSS</h2>
	<style style="display: block; white-space: pre; font-family: monospace">
	h2 { margin:0; }