This is f*cking insane. SpaceXAI senior engineer Lauren Tan:
"I don't check my bots anymore. Every check I used to do by hand is now a skill the bot runs on itself
My Grok Bots do 90% of my work and nothing breaks"
In 38 minutes, she shows her whole setup: every request goes to a playbook, the playbook picks the skills, the bot proves its own work
Request → Playbook → Skills → Verifier → Proof → Shipped Without You
One bot with a verifier beats 10 bots you have to babysit
Worth more than most $1,000 AI agent courses
Bookmark and watch it today
Then read the full setup: Grok Bot, 6 bots, 200+ agents and a smaller bill ↓
Let's be optimistic about $NAT . what do you say @grok ?
Under an optimistic framework, NAT could capture 5% to 15% of Bitcoin's market cap. The rationale behind this explosive expansion includes several key factors:
1. The "Mother Chain" Premium (The Litecoin/Dogecoin Precedent)
The absolute best real-world proof of concept for NAT is the relationship between Litecoin and Dogecoin via merge-mining. Dogecoin acts as a secondary subsidy for Litecoin miners. [1]
The Reality: Dogecoin's market cap has frequently risen to 10% to 15%+ of Litecoin's market cap, even though it started strictly as a miner byproduct. [1]
[1, 2]In fact, during certain market cycles, the dollar value of the Dogecoin block reward actually outpaced Litecoin’s native subsidy. If NAT mirrors this dynamic for Bitcoin, it is no longer bound by a strict 1% mathematical limit.
EarlyFinder retweeted
In the future, everyone will have their own AI fund manager. We're building that future today.
THE 3-YEAR PARALLEL:
Why ethereum:0x249130f5e2dd4cf278180c0df8273f3592ad1247 ’s 36-Month Journey Mirrors Early Bitcoin (And Why You Are Ignorantly Fading It)
MicroStrategy is betting a $40B treasury on a 100-year timeline, but the math says Bitcoin’s security budget collapses in a decade.
They literally disclosed this "declining block subsidy" risk to the SEC.
While the timeline trades memes, 65% of global miners are quietly fixing the math right now.
Bitcoin’s first 3 years and ethereum:0x249130f5e2dd4cf278180c0df8273f3592ad1247 ’s first 3 years share the exact same structural DNA. The parallel is undeniable. 🧵👇
1/
Compare their first 36 months of existence.
Both went through obscurity → a parabolic bubble → and a brutal 80%+ wipeout that flushed the tourists.
We are exactly where Bitcoin was in Jan 2012. But the players are completely different.
2/
Bitcoin’s first three years built a community from zero on laptops.
ethereum:0x249130f5e2dd4cf278180c0df8273f3592ad1247 is hitting its 3-year mark with the industrial base already online.
While centralized exchanges list VC dumps, the greatest miners on Earth - @AntPoolofficial , @f2pool , @ViaBTC , @SpiderPool_com , and @luxor - are actively mining the second subsidy at the base layer.
3/
You cannot cheat thermodynamics.
ethereum:0x249130f5e2dd4cf278180c0df8273f3592ad1247 is the non-arbitrary residue of proof-of-work. Tokens are generated directly from the "bits" field in every Bitcoin block header.
No team discretion. No protocol changes. Just thermodynamic scarcity. Higher network hashrate = fewer NAT minted.
4/
Bitcoin spent its first 3 years proving the idea could exist.
ethereum:0x249130f5e2dd4cf278180c0df8273f3592ad1247 is spending its first 3 years plugging a structural bailout into the existing hashrate.
Physics does not care about timeline narratives. The miners who understand the declining security budget already know this.
Front-run the hashrate. Or watch the miners own the float while you explain to yourself why you waited.
This is f*cking insane. Boris Cherny, the man who built Claude Code, was asked if people should still learn to code. His answer:
"In a year or two, it's not going to matter"
In 73 seconds, he explains what to do instead: play with the AI tools, learn them, don't be scared of them, stay on the frontier
On his team, everyone codes now. The PM, the designer, even the finance guy
He hasn't edited a single line of code by hand since last November. He ships 10 to 30 pull requests a day
Writing Code → Prompting → Agents → Harness → Loops → Everyone on the Team Ships
Claude Code is a harness: the tools, memory, rules and loops around the model. His team changes it with every new model and cut 80% of its system prompt
Save this before it disappears from your feed
Every doc, guide and repo below is free:
Claude Code best practices
code.claude.com/docs/en/best…
Effective harnesses for long-running agents
anthropic.com/research/effec…
Building effective agents
anthropic.com/research/build…
Claude Code docs
code.claude.com/docs/en/over…
Memory: how Claude remembers your project
code.claude.com/docs/en/memo…
Custom subagents
code.claude.com/docs/en/sub-…
Hooks: rules the agent can't skip
code.claude.com/docs/en/hook…
Skills
code.claude.com/docs/en/skil…
Run Claude Code on a schedule
code.claude.com/docs/en/rout…
Free course: Claude Code in Action
anthropic.skilljar.com/claud…
Claude Code on GitHub
github.com/anthropics/claude…
Claude Code inside your PRs and issues
github.com/anthropics/claude…
Build your own agent on the same harness
github.com/anthropics/claude…
The best Claude Code resources in one list
github.com/hesreallyhim/awes…
Plugins, agents and skills for Claude Code
github.com/wshobson/agents
He compares it to the printing press. Writing went from a few scribes to everyone. Building software is next
95% will keep asking whether to learn to code, the 5% who build a harness will ship 30 pull requests a day
Bookmark it and read the first link tonight
Then use the guide below to build your harness before everyone else does ↓
This is f*cking wild. Someone asked Anthropic CEO Dario Amodei what a kid finishing high school should do right now. He didn't sugarcoat it:
"AI can do entry-level law work. It can do entry-level finance. It can do entry-level consulting.
AI will also eliminate jobs, and probably a large number of them"
In 42 seconds, he lists the first careers in the line of fire: junior law, junior finance, junior consulting
He's already put a number on it: half of entry-level white-collar jobs disrupted within 1 to 5 years
Every shift before this one, from farms to factories to the internet, gave people time to catch up. This one, he says, cuts deeper and moves faster
Chatting → Prompting → Agents → Harness → Loops → You Run the AI
His advice is simple: learn to use AI. But using it is now the bare minimum. What sets you apart is a harness that runs it for you
Bookmark this before your feed buries it
Every repo below costs nothing:
Ready-made Claude plugins for legal, finance, sales, HR and data
github.com/anthropics/knowle…
Analyst-grade agents: models, memos, research notes
github.com/anthropics/financ…
Skills for Excel, Word, PowerPoint and PDF
github.com/anthropics/skills
An agent that does financial research on its own
github.com/virattt/dexter
An agent that researches any topic in depth
github.com/assafelovic/gpt-r…
Ask your spreadsheets and databases questions in plain English
github.com/sinaptik-ai/panda…
Agents that work as a team, each with its own role
github.com/crewAIInc/crewAI
A harness with everything built in
github.com/langchain-ai/deep…
Anthropic's SDK for building your own agents
github.com/anthropics/claude…
A memory layer so your agents remember context
github.com/mem0ai/mem0
A loop that keeps the agent going until the job is done
github.com/snarktank/ralph
An agent that clicks through websites and fills forms for you
github.com/browser-use/brows…
Automate busywork with drag-and-drop workflows
github.com/n8n-io/n8n
18 free lessons on building agents
github.com/microsoft/ai-agen…
Total cost: $0
It won't be AI that takes your seat. It'll be someone who built a harness
95% will keep sending résumés for work AI already does, the 5% with a harness will be the ones managing it
Save it and forward it to anyone starting their first job
Then follow the guide below and build your harness while everyone else is still waiting ↓
EarlyFinder retweeted
BREAKING – Massive Corruption in Texas – Nearly 3 Million Voters Added to Voter Rolls Without Proof of Citizenship joehoft.com/breaking-massive…
EarlyFinder retweeted
INSANE 🚨 100% of New York adult daycares that were audited WERE FRAUD
“We audited 15 of these — There's no record of a single meal, activity, single hour of supervision”
ILLEGAL KICKBACKS were also reported with these adult daycares. How the scam works is the daycares will sign people up and offer them $1,000 per month cash
The adult daycare can bill about $120 per day to taxpayers. So they make about $3,600 per person and give the person $1,000 of it per month back as a kickback
So they pocket $2,600. The person with the Medicaid insurance gets $1,000
Taxpayers are being robbed blind
Oregon had a net population gain of 36,530 since 2020 - 100% of which are international immigrants.
Yet, in that same time period registered a net gain of 263,459 new "voters."
👀Look:
The first image is a chart of Oregon's net population change since April 2020.
Since then, net migration is flat at -670. International immigration is staggering at +56,700. The birth / death ratio is also alarming at -19,500. The net population gain is +36,530.
The 36,530 net population gain is ALL INTERNATIONAL IMMIGRANTS.
Now, look at the next two images. It's the growth, year over year, of active registered voters in Oregon since 2020 and the current stated active registered voters for this 2026 mid-term election - straight from the Oregon SOS website.
We've had a population increase of 36k international immigrants, since 2020, with 263,459 new active voter registrations in the same time period.
How?
Tell me: how exactly can voter registrations grow 700% larger than population growth of made up of 100% non-citizens?
None of this is believable. None of this is legit.
EarlyFinder retweeted
arbitrum just pulled $30 million out of the binance hacker's wallet. the hacker never signed anything.
here is how it happened. on friday the arbitrum security council, 12 people elected by arb token holders, voted to use its emergency powers. nine signatures was all it took.
they sent one single transaction that temporarily replaced the code of arbitrum's inbox contract.
the inbox is the bridge that carries messages from ethereum into arbitrum.
the replacement code added a function called sendunsignedtransactionoverride.
that function let the council push transactions that arbitrum treated as if they came from the hacker's own address.
two of those moves shifted over 8,425 eth and 74 million arb into a holding address ending in 0da0.
the original code was restored inside the same transaction, and the council published everything on the governance forum within an hour and a half.
now here is the twist that should make every arbitrum user sit up.
on any blockchain your money moves only when your private key signs.
that rule now holds only up to whoever controls the upgrade path.
$30 million is a rounding error next to the $6.3 billion drained from binance, the largest crypto theft on record. but the method is the real story here.
a network that markets itself as decentralized just showed that nine people can move anyone's funds without their key. let that sink in.
check who holds the emergency keys on every chain you use.
know the upgrade path before you trust the chain with your money.
EarlyFinder retweeted
After today’s effort in the city where a few handfuls of masked up, scarf wearing, flag waving, sign carrying ignoramuses turned up.
We have 2 legends calling them out and what is happening - and as we know Vic is the gomorrah of Australia where they all seem to congregate.
EarlyFinder retweeted
He used taxpayer funds in an attempt to ruin Helen Haines political career only a few weeks ago and on Monday night he called her ‘A beacon of light’ with ‘the highest integrity’. We all have been let down so badly. My god, no wonder Australia is tanking so hard.
Prime Minister Anthony Albanese has deflected questions about a reported ‘dirt sheet’ his office compiled on independent MP Helen Haines last month, instead praising her as a “good local member”.
LATEST: bit.ly/4yCgTnz
We launched a faster, redesigned app - with all new puzzles: bit.ly/3RceccM
EarlyFinder retweeted
Albanese didn’t like Haines criticizing him about giving his local golf course, $6m,so he decided to put together a dirt file on her & shopped it around to media, now he’s lecturing us all about taking the heat out of the political debate, when he is the main instigator!
#auspol
EarlyFinder retweeted
The AI giants are handing out equity now.
@elonmusk is airdropping a @SpaceX share to every kid in America and @AnthropicAI pledged 20% to the public.
@vladtenev hopped in saying ownership should start early with @TrumpAccounts.
We break down why RWPlay fits in perfectly with this macro picture as it presents a novel way to introduce the next generation equity exposure through things they already like doing, like playing a game.
Why robinhood:0xca9c78dd337a67f6e0077f65f5e9218719d30edf is positioned to run away with this narrative 👇
Why Elon Just Kickstarted Robinhood Season 2! NETNET Positioned To 100x!
We break down why the people building AI are suddenly handing out equity, what Elon says about public markets punishing long-term bets, and why giving everyone a stake also gets everyone rooting for speed.
Then we bring it back to @RobinhoodCrypto, where stock tokens give the rest of us our own way to distribute ownership. We revisit the RWPlay thesis we first covered with Al Dunlap of @NetNetCap: games that pay out tokenized stocks instead of cash. We walk through NET's three revenue streams, a treasury now worth $29 million and growing about $181,000 a day, a token trading at its net asset value after a 90% drawdown, and the first uptick in Robinhood Chain volume after weeks of contraction.
What stands out to us this week is that ownership is becoming the product. Elon, Anthropic and @RobinhoodApp are all landing on the same idea from different directions: if AI is going to reshape the economy, the safest move is to give people a piece of it. Once someone holds the asset, their whole outlook changes, and that is the same psychology we watch play out with every holder base in crypto.
That is why we think RWPlay as a real shot at picking up momentum at proving that tokenized stocks onchain can create novel distribution opportunities that further the reach and access big companies have to the public. We do not have billions in shares to airdrop, but onchain we can tie real ownership to things people already love doing, like playing games. It reminds us of @AxieInfinity's earliest days, when 30 people on a leaderboard knew something the rest of the world did not. Sentiment is washed, NET sits at its NAV, and that is exactly the kind of quiet setup where we would rather be early than chase the next 5x candle.
YouTube 🔗 youtu.be/nzKqnCkPP08
EarlyFinder retweeted
As I revealed on @news24 Outsiders, the Melbourne Islamic centre linked to the Omani hijacker received annual taxpayer-funded grants in the hundreds of thousands of dollars in recent years. Here are just two financial statements below showing govt grants as high as $834,211.
EarlyFinder retweeted
ALBO’S SHAMELESS BETRAYAL, LABOR LAUNCHES $3 BILLION RAID ON PENSIONERS’ HEALTHCARE
While Anthony Albanese sits comfortably on a mountain of taxpayer funded perks, his government has just declared war on Australia’s most vulnerable.
In a brutal, cold hearted cash grab, Labor is ripping away private health rebates, forcing up to 1.5 MILLION struggling seniors to choose between buying groceries or keeping their medical cover.
Albo would never dream of sacrificing his own elite healthcare, yet he expects older Australians who built this country to cop the pain for his budget disaster.
This isn’t policy, it’s an absolute mugging of our retirees.
The shocking reality of Labor's attack:
Over 1.2 million, and potentially up to 1.5 million, full and part rate pensioners are being aggressively targeted to foot the bill for Labor's financial incompetence.
In an embarrassing display of incompetence, the government completely cooked the books, failing to realise their plan hits 300,000 more seniors than they estimated.
Peak bodies (COTA & National Seniors) are screaming from the rooftops. This short sighted raid will force vulnerable elderly Australians out of private care, triggering an unprecedented collapse of our already buckling public hospital system.
The experts handed Albo easy alternatives to save cash, like cutting fat from overpriced medical devices or taxing high flying millionaires.
Instead, Labor chose to raid the wallets of grandmas and grandpas who have paid taxes for decades.
This is a gutless, out of touch assault on the everyday Australians who can least afford it.
Absolutely disgraceful.

































