For $25 and a single GPU, you can now run 100 experiments overnight without designing any of them.
Karpathy open-sourced autoresearch. 42,000 GitHub stars in a week. Fortune called it "The Karpathy Loop."
Every article about it focused on the ML angle. They all missed the bigger story. The pattern underneath works on anything you can score with a number. Ad copy, cold emails, video scripts, job posts, skill files.
Three files. One the agent edits. One it can never touch. One instruction file from you. Each cycle takes 5 minutes. Score went up? Git commit. Score went down? Git reset. Twelve cycles per hour. A hundred overnight.
Karpathy ran it on code he'd already optimized by hand for months. The agent found 20 improvements he'd missed. 11% faster. Tobi Lutke pointed it at Shopify's Liquid templating engine. 53% faster rendering from 93 automated commits.
I spent two weeks pulling the system apart. Today's guide shows you how to use it on the things you actually make every day. Six use cases, the three-step setup, and the eval mistakes that kill runs before they start.
Full guide: https://t.co/CbJSXRXRKh
@GaryMarcus all you're saying is "let's continue studying and progress will come". Other people (openAI, DeepMind) experiment, and will be winning in the end (as in "progress is not a straight line"). LLM already have a major impact.
@EPA@POTUS you forgot to mention:
* remove access to basic health to rural communities
* let rich people lobby government and create corruption
* destroy local services, and destroy our communities
@NathanLands Hopefully Musk will be on a chopping block soon. Talking about "cleaning the swamp", it's getting worse: conflict of interests, corruption (like giving money to vote for a candidate!?), obscure campaign fundings... The Trump era is one of dark forces of corruption and enrichment
If we start prioritizing people over profits, the U.S. can build a future where everyone has the chance to thrive.
What would you prioritize to make that future happen?
Infrastructure
Our communities need real investment in roads, public transport, and utilities. Prioritizing infrastructure isnโt just about the economyโitโs about making sure people have access to the essentials.
Mental Health
Weโre seeing a mental health crisis, but there arenโt enough resources to go around. Itโs time to invest in mental health services and create a system that truly supports emotional well-being.
@FoxNews@CharlesHurt Incredible how a twice-impeached, official liar, and self-made loser, can still have people talking about him. Trump tanked the economy (tariffs raised prices), worst job numbers, and the ignorant of how the world works