Jagtesh Chadha jagtesh

SYSTEM PROMPT:

The Karpathy-Michaels (@SpaceWelder314) CLAUDE.md + LOOPS.md

Andrej Karpathy's CLAUDE.md and LOOPS.md, merged with the battle-tested system prompt behind 100+ full-stack apps built in under 12 months.

Karpathy published his CLAUDE.md as a clean set of principles, then followed it with LOOPS.md on agent harness design. Both are correct. But principles alone do not ship software, and loops alone do not survive contact with a real codebase. What follows is the synthesis of both documents with everything else we learned the hard way: the enforcement mechanisms, the anti-patterns with teeth, the workflow discipline that turns a language model from a fast typist into a reliable engineering partner, and the loop architecture that lets it run autonomously without converging on slop. 35 rules across 6 tiers. Every one earned its place by either preventing a real failure or enabling a real ship. Nothing is theoretical.

TIER 1 — FOUNDATION

Make Ubuntu packages 90% faster by rebuilding them

TL;DR

You can take the same source code package that Ubuntu uses to build jq, compile it again, and realize 90% better performance.

Setting

I use jq for processing GeoJSON files and other open data offered in JSON format. Today I am working with a 500MB GeoJSON file that contains the Alameda County Assessor's parcel map. I want to run a query that prints the city for every parcel worth more than a threshold amount. The program is

📖 This guide has moved

The maintained version now lives at Enable & Using vGPU Passthrough, part of scyto/homelab-docs.

Questions or troubleshooting? Continue the conversation here — a Q&A discussion where replies thread properly, answers can be marked, and everything is searchable. The 188 comments below stay exactly where they are as an archive.

Purpose

Bootstrap knowledge of LLMs ASAP. With a bias/focus to GPT.

Avoid being a link dump. Try to provide only valuable well tuned information.

Prelude

Neural network links before starting with transformers.

This worked for me on M1 Pro 2021 with MacOS Ventura, original method was for Big Sur but I changed it using a different type of domain block since the old method doesn't work anymore:

First of all, if you want to trigger the notification you can use this command: sudo profiles show -type enrollment

Now we will start. First block your Mac from reaching the domain iprofiles.apple.com. For this you can use your hosts file like:

echo "0.0.0.0 iprofiles.apple.com" | sudo tee -a /etc/hosts

or blocking them from your firewall.

	import typing
	from dataclasses import asdict, dataclass, fields, is_dataclass
	from types import SimpleNamespace
	from typing import get_args, get_origin

	import pyarrow as pa


	def get_field_arrow_type(field):
	"""Map a field's Python type to an Arrow type."""

	import requests
	import json
	import pprint

	GRAPH_NAME = "GRAPH"
	API_TOKEN_READ = "TOKEN"
	API_TOKEN_WRITE = 'TOKEN'

	BASE_URL = "https://api.roamresearch.com"
	ENDPOINT_q = f"/api/graph/{GRAPH_NAME}/q"

	# Adjust the following variables as necessary
	REMOTE=origin
	BRANCH=$(git rev-parse --abbrev-ref HEAD)
	BATCH_SIZE=250

	# check if the branch exists on the remote
	if git show-ref --quiet --verify refs/remotes/$REMOTE/$BRANCH; then
	# if so, only push the commits that are not on the remote already
	range=$REMOTE/$BRANCH..HEAD
	else

	// ==UserScript==
	// @name noVNC Paste for Proxmox
	// @namespace http://tampermonkey.net/
	// @version 0.2a
	// @description Pastes text into a noVNC window (for use with Proxmox specifically)
	// @author Chester Enright
	// @match https://*
	// @include /^.novnc./
	// @require http://code.jquery.com/jquery-3.3.1.min.js
	// @grant none

	;; Instructions for including the Clojure script (this) into your Roam can be found in my article
	;; here: https://lifehacky.net/how-to-list-namespaces-and-find-more-in-roam-research-5c25d9f24556
	;; Search for section "How to make it work in your Roam?" and think of "better-search" as of "children-block-count"

	(ns reddit.8-7-2022-reagent
	(:require [roam.datascript :as rd]
	[reagent.core :as r]
	[roam.datascript.reactive :as rdr]))

	(defn show-num [uid]