
How we scaled Cal AI to $50M ARR with influencers
PLUS links to a bunch more articles and threads I've written on this subject so you can run this same playbook to scale your own consumer app.
127 articles

PLUS links to a bunch more articles and threads I've written on this subject so you can run this same playbook to scale your own consumer app.

those are not the same thing.

ATS job feeds from Greenhouse, Lever and Ashby, SEC filings including Form D, funding announcements, executive job changes, and ad library activity.

After co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI?

*"No neuron is intelligent. The brain is."*

A cold email campaign is a chain of artifacts. a verified lead list. a hypothesis about what to test. a sequence of copy. a campaign built inside a sending tool. a daily read on sending health. each…

full guide from @kalashvasaniya: https://x.com/kalashvasaniya/status/2017089820951269453

I'm going to show you the exact 5-agent setup that's been running our lead gen, and the descriptions that go inside each one.

not the kind that get you arrested.

Every day, you're learning something. From books. Conversations. Podcasts. Mistakes. Articles. Videos. The people around you.

The skill stops being *can I make this* and becomes *can I still be making it in November*.

Every build I've posted so far has been about running someone else's business - a clinic, a trading desk, an agency. This one's different. This is the version that runs *your* life.

One person ran a job search like a staffing agency. Another put eight named specialists on a crypto desk. A third turned a memecoin habit into a research operation. A fourth automated an entire Whop…

Native ads are the best static format right now, literally every big brand is running these in various industries.

24 hours after I downloaded Grok Bot, it closed a $999 deal out of my inbox.

Building a lead list usually means opening a database, setting filters, exporting, and cleaning.

COACH -> designs the smallest next drill from the mission and the last failure. It can read the mission, ledger, and durable constraints, but it cannot grade the attempt it created. A coach that grad…

outbound at $1M in revenue is a different operation to outbound at $100k.

Launch monitor. A WebSocket connection to the pump.fun API, filtering the stream of new tokens by basic metrics: age, volume on the curve, number of unique buyers, presence of metadata. Token analyze…

Rule 1: no bot hits Send / Apply / Connect without APPROVE in Offer Agency HQ.

Turn Reddit and X into an always-on product opportunity feed

OpenClaw: The Personal AI Agent That Went Viral in January and Nobody Explained How to Set It Up

For most of the last three years the deal with AI was the same. You opened a window, you typed, you got an answer, and every bit of the actual work stayed on your desk. The model was smart. The compa…

Most people still use AI as an expensive clipboard. Open the chat, type the prompt, copy the answer, paste it into Sheets or Notion by hand.

Grok Bot is the brain that decides. Kimi K3 is the workforce that builds. A setup that runs itself needs both, but the work lives on the Kimi side.

xAI shipped Grok Bot on August 11, 2026, which was 14 days ago, and most people have created 1 bot, asked it 3 questions and closed the app — they bought a payroll and are using it as a search box.

Elon Musk made a repost of the video guide and I decided to write a guide in text format about agents

At 7:00 in the morning a bot you named last week opens a browser you never see, signs into your inbox with a session you authorized once, clears everything that arrived overnight, drafts nine replies…

I analyzed 120 buying searches across twelve categories, from CRM software to espresso machines. For each one I pulled the AI Overview and the organic top 10 off the same page, at the same moment, th…


A second brain only works if it captures, organizes, and acts without waiting for you.


http://x.com/i/article/2091234629437227008

Behind that line sits one detail: every bot inside Grok Bot gets its own computer. A real virtual machine, with a browser, files, a terminal, and your logins. And it keeps working even when your lapt…


create four separate bots. each one runs one small business for me and does not touch the others.

Every AI tool you have used so far waits for you. You open it, you ask, it answers, you close it. The work still sits in your hands, the model just talks you through it.

Everyone's GEO strategy right now is the same: publish "best [category] tools 2026" on your own blog and put yourself first.

WTF, GROK BOT JUST MADE AI AGENTS AVAILABLE TO LITERALLY ANYONE – CREATING CONTENT HAS NEVER BEEN THIS EASY, EVEN IF YOU'VE NEVER MADE ANYTHING BEFORE

set up a hermes agent for me. here's the hermes site: https://nousresearch.com

That cycle is a loop. It solves depth.

None of them are real. Not even a little.


Introducing Grok Bot, now in early beta.

Introducing Grok Bot, now in early beta.

Introducing Grok Bot, now in early beta.

there's a decision every builder faces around month three.

ChatGPT Voice is an AGI moment for me.

I used to spend 8-12 hours per week scrolling competitor channels in incognito, pulling view counts by hand, cross-referencing RPM estimates on SocialBlade, checking 48-hour view data to separate sta…

*What emotions did you trigger that made me so enticed that I actually spent money on this thing?*

I'm going to teach you the exact blueprint for running an AI-powered business entirely by yourself - Five lanes of your company producing on autopilot: content, projects, outreach, finance, ads, whil…

Fifteen of these took me four of the six weeks to learn. They're separated at the end, in build order. If you read nothing else in this issue, you must read those fifteen and apply them before you wr…

founders and employees using agents instead of chat are running 5 to 10 times more productive. take the middle number, 7x, and a single working day starts doing a full week's worth of output. this is…

Google shows you what exists, signal mining shows you what's missing.

Ryan Carson has been a founder for 25 years. His last company, Treehouse, grew to 110 full-time employees and taught a million people to code.

Complete this assignment directly. Do not spawn other agents; your parent's delegation instructions apply only to your parent.

most people building AI products in 2026 have the same problem.

You open Cowork, you give Claude a task, and it does it like a stranger

people think evals are some advanced AI research thing

an agentic model takes a task and works through the steps on its own.

"build me a personal knowledge vault at ~/vault. create numbered top-level folders so you can always find things predictably: 00-inbox for raw material i haven't reviewed, 10-identity for who i am an…

It is a quiet morning. No tabs are open, no coffee is even poured. Yet a finished report on the question you typed in one line last night is already sitting on the screen.

regular vibe coding: $0.08-0.10 a polished landing page: $0.10-0.30 a dashboard or an interactive tool: $0.30-1 a full-stack prototype: $1-3 an interactive 3D experience: $1-5 a complete mini-game: $…

yesterday we released buzz. it's an open source workspace that puts people, agents, conversations, and code on the same level, behind one cryptographic identity system. we built it to reduce our depe…

We built an app store for AI agents.

no name attached to it. no face behind it. no bio that says who runs it.

It charged 40 users $99/month by saving each of them 3+ hours a week.

Most people are using Claude Fable 5 to answer questions.

we've gotten replies and booked calls out of morgan stanley, salesforce, comcast, and linkedin themselves.

"Majority of data is not being activated to derive any intelligence, and that's where we believe is to activate that data. We believe the future of the frontier of the intelligence is actually privat…

robert greene published the 48 laws of power in 1998. every law was drawn from the same source: thousands of years of strategic thinking by people who understood that human nature is the operating sy…

Thanks to the fierce AI arms race, we now have all the AI tools in the world to build our products. But one thing I’ve noticed is that I rarely see anyone sharing how to run a proper private beta tes…

The single most annoying part of writing online:

The same math that describes a particle in two places at once can describe a portfolio in two positions at once. Here is how to turn the structure of quantum mechanics into an autonomous trading agen…

*One-person companies now ship like ten-person teams. The ones that survive run a system: a build loop the model cannot lie to, a defense layer attackers cannot walk through, and operations that run…

Most ambitious people do not fail from laziness. The usual failure is a flat system.


Most automation dies the same way. Someone builds something clever, runs it once in a chat window, closes the laptop to go to dinner, and the whole thing evaporates. The script was never the weak lin…

Everyone I know upgraded to GPT-5.6 Sol the day it launched. Thirty bucks a month, the top tier, and they aim it at everything: summarizing a newsletter, fixing a typo, writing a two-line reply.

You are losing hours every week to a problem nobody talks about.

*Loops, workflows, routines, and the real difference between an agent that works for five minutes and one that keeps working after you close the laptop. Grounded in how Anthropic actually says to bui…

Most AI tools work the same way: you type a prompt, get an answer, close the tab.

Your agent was brilliant at message 5. It knew the goal, followed your rules, remembered the plan. By message 55 it is a different thing. It repeats itself. It forgets a constraint you set at the sta…

"if you know the enemy and know yourself, you need not fear the result of a hundred battles."

we've spent the last 2 years running LLM SEO for over 100 B2B companies...


Okey so you've seen the advice. "Get more VRAM" ➜ repeated in every thread, every discord, every reddit post

Two markets worth trillions are opening at the same time. I've been through 3 platform shifts living in Silicon Valley building/selling VC-backed companies and I've NEVER seen this.

Sit with that for a second. GitHub has hosted fifteen years of frameworks, languages, and operating systems. And in 2026, a plain markdown file with four behavioral rules climbed past almost all of t…

GTA Online ran for 12 years. 2013 to 2025.

everyone using AI wrong, treating all models like they're interchangeable, asking chatgpt to do everything from research to copywriting to funnel building to customer service, getting mediocre output…

A 21-year-old in Riga runs three AI companions that earned $47,000 in their first full month combined. He has never shown his face. He has never recorded his voice. He has never met a single one of t…

your competitor is on day 47 of a 90-day sales cycle for the exact same deal size

GTA 6 comes out on November 19, 2026, and it's shaping up to be the biggest release in history.

Most people know Claude is a powerful AI. Few realize it's a business engine: one person with Claude does the work of a full team and sells that work to clients for $500–5,000 per month.

Everyone wants to build AI agents right now.

Claude Cowork is coming to mobile and web.

When your app has to work on a zoo of dozens of real phones, different vendors, Android versions, screen resolutions, manual testing quickly turns into a nightmare. Below is a Python pipeline that di…

Anthropic engineers merge 8x more code per day than they did a year ago. Nothing about the model, the hardware or the team changed. The only thing that moved is what Claude sees before it starts work…

duolingo’s tiktok account went from 50,000 to 10.7 million followers because of one cartoon owl.

A full walkthrough with a ready-to-paste prompt at every step.

GTA Online ran from 2013 to 2025. Players dropped $8.6 billion inside that game.

*"We're going to see 10-person billion-dollar companies pretty soon. In my little group chat with CEO friends, there's this one-person billion-dollar company, which would have been unimaginable witho…

The exact agent setup and build sequence one person uses to ship a real product in 2 weeks, then turn it into about $4,000 in monthly recurring revenue.

The biggest game release in history opens a window that closes fast. GTA 6 is projected to hit 25+ million players in week one. Every one of them needs guides, clips, tier lists, and commentary - and…

There is a specific type of content that has taken over every feed in 2026. A person with a ring light and a Canva thumbnail tells you that faceless YouTube channels are the future of passive income.…

Claude is being used completely wrong by most people.

Today we're introducing the world's first influencer Agent.


One mini PC. One install. Claude Code pointed at your living room instead of Anthropic's servers.

Gamification agencies sell custom browser mini-games to brands for thousands of dollars per project. Marketing teams buy them because an interactive thing holds attention far longer than a banner. Un…

Most people use Claude like a smarter Google Doc.

Everyone is talking about AI agents. But if you ask most people what an agent actually is, you get a vague answer about "AI that does things autonomously."

http://x.com/i/article/2063945770416398336

A 23-year-old in Tallinn, Estonia runs an AI girlfriend that earned $41,000 in its first 31 days. He has never shown his face. He has never recorded his voice. He has never met a single one of the me…


A marketing agency in Austin had a 6-person operations team. Lead qualification, customer support, invoicing, reporting, competitor monitoring - all done manually, all costing $28,000/month in salari…

Most content creators use AI as a temporary worker with amnesia. Every time they open a new chat to write a script, they waste tokens and time re-explaining their niche, target audience, brand voice,…

Generate income and leads almost on autopilot


When a billionaire’s daughter says you’re “out of budget”

11,000,000 views in under a month.

Today we're introducing the world's first AI CMO.

Wow, after 14 years of being a software developer I would have never guessed in a million years that writing, specs, and ideas would be the bottleneck for my expressivity and output.

I hope that was helpful enough to get you started.

The man whose whole life is spent in performing a few simple operations... generally becomes as stupid and ignorant as it is possible for a human creature to become. — Adam Smith

we got into YC. then we rejected them. here's why walking away was the best decision i ever made (and might be for you too):