Our house in Toronto had this fancy glassed wine cellar, but we are not big wine drinkers.
Anyways, it had good climate control so here is my rack cellar.
Jev is going to change the prosumer/consumer AI landscape by unlocking a specific thing:
Ad-supported + free AI native apps
this is going to usher in a generation of new AI-native marketplaces, social networks, photo apps, messaging, calendars, email, collab tools, and much more.
Why? Previously, if you wanted to have an AI-native app with multiple/fast LLM calls on every screen, the math just didn’t work - inference costs just couldn’t be paid back from throwing a few video ads or affiliate links. So there were really just two solutions:
1) be a massive company and subsidize AI costs
2) charge a subscription fee to cover inference
(or both)
So what happens when you take a different approach that’s looks to be, initially, >400x cheaper than a more general LLM? I think it means that app developers are going to make their apps smarter and different in interesting ways. It won’t be as generically powerful as LLMs, but instead folks will create highly differentiated point solutions. You may not have a generically powerful virtual admin to schedule all your meetings, but you may have a free/ad-powered assistant that can comb through your inbox, filter for only important emails, figure out important dates, prioritize contacts, and do other interesting 80/20 work. Same for generically powerful virtual companions, or app builders, etc - it may be that we can hybridize the LLM and future Jev-like models that adds “wow” features at 1/1000ths of the cost, to make the economics work.
If folks hear of interesting new apps/interactions/etc built on Jev, I’d love to hear it!
9 cool GPT 6 Astra prompts worth trying:
1. The bill renegotiator.
"Go through my internet, phone, and software bills, jump into each provider's chat support, and negotiate them down or cancel what I'm not using."
2. Turn an agency into software.
“Pick one service business in [niche] and reverse-engineer the exact workflow they sell to clients. Break it into steps, tools used, inputs, outputs, human judgment points, and places where the work gets slow or expensive. Then design the simplest AI product that could replace the first version of that service and charge $500-$5,000/month.”
3. Garage sale flipper.
"Watch Facebook Marketplace and Craigslist in my city for [cameras / furniture / bikes] listed way under market, and text me the second one's mispriced with the link."
4. Create my 1 person company dashboard.
“Look at my docs, notes, Stripe exports, analytics, customer calls, and project list, then build a weekly operator dashboard. I want to know what is making money, what is wasting time, what customers are asking for, what I should stop doing, and the three highest-leverage actions for next week. Be blunt and show your work.”
5. Audit my company for agent opportunities.
“Look at how this business works and find the tasks we should give to agents before hiring another person. For each task, estimate the current human time, the cost of mistakes, the tools involved, the difficulty of automating it, and the first safe version we could deploy. Prioritize things that save money or create revenue within 30 days.”
6. Be my browser operator.
“Use the browser to complete this workflow: [workflow]. As you go, click through the actual sites, collect the data, fill the forms where appropriate, and keep notes on what broke or slowed you down. When you’re done, give me the output, the repeatable SOP, and the automation plan so this can become an agent.”
7. The whole QA team.
"Every night, open my app on a real phone, go through signup, checkout, and the main flows, and screenshot anything that's broken or confusing."
8. The competitor spy.
"Sign up for my top 3 competitors, sit inside their product and their emails, and send me a monthly report on every new feature, price change, and thing they do better than us."
9. Make a game people would actually play for 5 minutes as a lead magnet
“Build a browser game around this mechanic: [mechanic]. Don’t just make a cute demo; add progression, tension, scoring, failure, polish, and one reason someone would send it to a friend. Then add lead capture (email/sms), it needs to tie into my core product which sells XYZ.”
Codex users, do this now for Astra:
--- Start Prompt ---
"Codex, read @pvncher's article https://t.co/V1BzZOjcwE then audit all of my skills and AGENTS.md files inside ~/Projects"
--- End Prompt ---
You're welcome.
Andrej Karpathy spent 8 years at OpenAI and Tesla
Last week, he compressed everything he knows into one free 2-hour lecture
Agents → Loops → Graphs → Self-Improving Systems
People spend $15K on bootcamps that teach less than this
This lecture beats most paid AI engineering courses
You probably don't have 2 hours right now
Don't let this vanish from your feed
Watch it
Then read the guide below
SpaceXAI engineer (ex-Cursor):
"I've got 15-25 GrokBot agents running right now. they cover most of what used to be my week
there's a Chief of Staff sitting on top of them. it knows every other bot I have and routes the work itself"
in a 50-minute podcast, a SpaceXAI engineer walks through building a team of agents that keeps working while you sleep
worth more than a $500 course on agentic engineering
watch today, then read how to build your own Grok agent team from scratch in the article below
To celebrate a week of efficiency and let you run 100'000 Luna threads this weekend... that's right... wait for it... I have reset usage limits for Codex and ChatGPT Work.
Enjoy.