Anthropic engineer:
"You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
In 45 minutes she shows exactly how Anthropic builds agents that remember, fix their own mistakes and get smarter with every run.
This beats any paid course on agents I've seen.
Watch it, then read the guide on building loops below.
$75,000 IN COMMISSION FROM ONE AI-GENERATED VIDEO. THE TOOLS COST $50-150 A MONTH. HERE'S THE EXACT BLUEPRINT.
TikTok's algorithm doesn't know the model isn't real. It sees a video getting clicks, watch time, and purchases, and it pushes it. This operator found the most profitable TikTok Shop post ever made, rebuilt it with AI, and turned a proven format into $75k in affiliate commission.
How the play works:
> The original video made $1.4 million in product sales. He didn't invent anything. He took the blueprint of a proven winner and rebuilt it with an AI model instead of a human creator.
> The tool stack is Higgsfield for the persona, ElevenLabs for the voice, and Claude for the script and hook variants. Total cost: $50-150 a month against $75,000 in commission.
> The algorithm rewards what works and doesn't ask who made it. A synthetic creator pushing a proven product gets the same algorithmic treatment as a real one.
Why the timing is the opportunity:
> TikTok Shop GMV hit $66 billion in 2026. The money flowing through the platform is enormous and still growing.
> The winning products pay up to 20% commission. On a video that moves real volume, that 20% is where the $75k comes from. You're not selling your own product, you're taking a cut of someone else's proven seller.
> You don't need a product, inventory, or fulfillment. You need a proven format, an AI model, and the discipline to test.
The exact process:
> Find the top-performing video in a niche. The winner already exists. Your job is to identify it, not invent it. The data tells you what's converting.
> Recreate it with an AI model. Same format, same hook structure, same product angle, rebuilt with your synthetic persona for near-zero cost.
> Test 10 hook variants on one body. The hook is the single biggest lever on whether a video catches. One script, ten openings, let the algorithm pick the winner.
> Post and let it run. The algorithm distributes what performs. You're buying lottery tickets on a format that already won once.
The core takeaway is that you don't need an original idea, you need a proven format and an AI model to rebuild it cheaply. Find the top TikTok Shop video in a niche, recreate it with Higgsfield, ElevenLabs, and Claude, test 10 hooks, and take up to 20% commission on a product that already sells. The algorithm rewards what works and never asks who made it. One winner in a $66 billion market is all it takes.
What niche would you pull the top-performing video from, and do you have the AI stack ready to rebuild it?
Don't pay for ElevenLabs, use Voxilica
Don't pay for Loom Pro, use ScreenDraft
Don't pay for Midjourney, use Glimpse Diffusion
Don't pay for Buffer, use PulseSocial
Don't pay for Notion AI, use ZenBrain
Don't pay for Zapier, use HookFlow
Don't pay for Typeform, use FormForge
Don't pay for Intercom, use ChatSprout
Don't pay for Crunchbase, use VentureMap
Don't pay for Viral Scripting & Video Research, use Syllaby
(SAVE THIS before it disappears)
the agent walking you through this house doesn't exist.
no camera, no staging crew, no photographer.
a listing tour rendered from a prompt.
this whole thing is a real estate factory pulling $13,400 a month while he sleeps.
six tools, four products, nobody on set.
read it 👇
THIS GUY TURNED HIS OBSIDIAN INTO A JARVIS THAT TAKES A 3AM IDEA AND SHIPS IT AS A FINISHED PROJECT WHILE HE SLEEPS
The problem he solved: way more ideas than time to build them. So he wired Obsidian into a pipeline that takes a raw idea and carries it all the way to a finished project, with him stepping in only once
How it flows:
A 3am idea gets dumped into a single note. No structure, just the rambling
An automation reads that note and decides what it is. A project? A grocery item? A random thought? A TikTok to make? It sorts on its own
If it's a project, it moves to processing. The system researches it, watches the relevant YouTube videos, checks what tools already exist, and turns the mess into a proposed plan
Here's the only human step. He opens a Claude Code session and reviews the plan. Likes this, cuts that, approves it. That's the entire time he touches it
On approval the plan becomes a full requirements doc. Then one command, promote project, ships it to his machine and execution starts
A project manager agent spins up, reads the requirements, and creates the sub-agents that specific project needs. A website gets a developer agent. Research gets a research agent. They build it
Idea to execution, and he's in the loop for about two minutes
The trick isn't capturing ideas. Everyone has notes full of those. It's the layer that decides, plans, and executes without waiting on you
Bookmark this
AI storytelling is crazy now
chatgpt image 2 can turn any story idea into storyboard with cast design.. then feed it to seedance 2 to get a full film scene.. this workflow is crazy on arcads
step by step tutorial with prompts:
JANE STREET PAYS $650,000 A YEAR FOR QUANTS WHO TRADE USING NEURAL NETWORKS.
STANFORD JUST DROPPED THE COMPLETE NEURAL NETWORK FUNDAMENTALS LECTURE FOR FREE.
BOOKMARK & WATCH THIS TODAY, THEN READ HOW QUANTS APPLY THIS IN THE ARTICLE BELOW BEFORE SOMEONE TAKES IT DOWN.
The holy grail of finance books that are must reads
> The Outsiders
> Den of Thieves
> Barbarians at the Gate
> More Money than God
> Lords of Finance
> The House of Morgan
> Snowball: Warren Buffett
> Poor Charlie's Almanac
> The House of Rothschild
> Predator's Ball
> Smartest Guys in the Room
> When Genius Failed
> The Man Who Solved the Market
> Sam Walton: Made in America
> Cable Cowboy
> Alchemy of Finance
> Invisible Child
> War and Gold
> The Ascent of Money
> King of Capital
> The Caesars Palace Coup
> Titan: John D Rockefeller
> The Big Short
ANTHROPIC LITERALLY JUST HANDING US THE BLUEPRINT🤯
Their new 33-page guide on Claude Skills is the cheat code.
Make sure to bookmark this before it gets lost in your feed.
Link in 🧵↓
Stop bookmarking 50 guides you'll never read.
You can skip all of it with these 15 free guides:
Claude 101: https://t.co/jw2qdIcjnh
Claude Code: https://t.co/UgE9xBXVbE
Claude Skills: https://t.co/6cHYYfjXEA
Stop prompting: https://t.co/j1LATSJiat
Claude in Excel: https://t.co/mfcXYSACWR
1M followers with AI: https://t.co/jZwxZr4ZhU
Claude for your team: https://t.co/qxlcqhf8bM
No prompt saves you: https://t.co/SDKJWylftC
AI Slides (PPT in 2026): https://t.co/L0bPMgXci6
Set up Claude Cowork: https://t.co/uWTpOI3Woc
Claude to sound like you: https://t.co/99RzxXU3p0
Claude interactive charts: https://t.co/ebCHGZqOF1
Claude as your computer: https://t.co/TxYuHPjgbV
Claude Cowork + Project: https://t.co/Q7AN9CZAbO
Set up AI before prompting: https://t.co/pE3OF72A04
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❤️🔥 Just Recorded a 16 min Tutorial on How to use Gemini 3.1 + Seedance 2.0 Build Cinematic $10k Websites (step-by-step)
You can now build stunning marketing sites fully with AI
This 3-hour algorithmic trading video with Python is like getting a mini course from Massachusetts Institute of Technology - for free
It reveals more about quant trading and bots than most traders learn in years on the market
Bookmark it. Watch it. Then watch it again.
when you become a millionaire in 1-3 years because you sell personalised knowledge bases and it’s all because (I repeat):
1: you learn how to build llm knowledge bases (the guide drops everything you need)
2: you go to people who are cash rich and time poor. lawyers, doctors, consultants, agency owners, property investors, founders. people drowning in information they never have time to organise
3: you show them what a personalised knowledge base looks like. their research, their documents, their industry intel, all compiled into a searchable wiki that gets smarter every time they use it
4: you offer a one-time build for 1.5k. you set up obsidian, build the folder structure, configure the schema, clip their first 20-30 sources, run the compilation, hand them a working system with a walkthrough
5: you offer a yearly maintenance package for 500. you update their wiki with new sources, run health checks, add new topics as their work evolves, keep the whole thing current
6: you land 5 clients and that’s 7.5k upfront plus 2.5k recurring every year. 10 clients and you’re looking at 15k plus 5k annual. for a system that takes you a few hours to build once you know the workflow
7: again, if you find 200 clients and you’re sitting on 300k upfront and 100k recurring every single year. for building markdown files.
the beauty of this is the work gets faster every time you do it. your second build takes half the time of your first. by your fifth you could knock one out in an afternoon.
and the people who need this most have no idea it exists. their competition definitely doesn’t have one. you’re not selling software. you’re selling an unfair advantage in their specific field.
Starter setup for building a YouTube channel:
> Suno AI - create audio and content
> YouTube Audio Library - free background music
> Pexels - free 4K video clips
> Pixabay - free photos and videos
> CapCut - editing, timers, text overlays
> DaVinci Resolve = more advanced editing alternative
> Claude - personal channel strategist with memory and content log
> Reddit - seed traffic on publishing day
> YouTube Partner Program - channel monetization
> Headspace - affiliate offers for sleep and meditation niche
> Focusmate - affiliate option for ADHD/productivity niche
> Amazon - affiliate products for almost any niche
All of this helps you build and monetize a YouTube channel
@loshmi explains the process and shares niches that are still relatively untapped 👇
This 1 hour MIT lecture by Jim Simons (Quant King) will teach you more about quantitative trading than most people learn in their entire career at Wall Street.
Bookmark this & watch, no matter what. It’s the most productive start you can give your week. Then read article below.