Zac White

[Mahax @Mahaximus_]

Google Brain founder, Andrew Ng:

"Prompting will die in 6 months.

Loops and Graphs are what's replacing it."

In 2 hours, he shows exactly what the best engineers already build instead, and how to start building it yourself.

The missing piece most people skip: how to connect those loops into a graph that compounds every time it runs.

Watch it, then read the full guide on loops and graphs below.

[Zac White @Zac2TF]

@MarioNawfal Beat the world record by over 85 feet 🤪

[A Man Of Memes @RickyDoggin]

What a hectic pace!

[Yarchi @undefinedKi]

Karpathy described the highest-paid skill in AI engineering and it is not what you are being told to study

It's a short post called Verifiability, written a while back. One idea, and it holds up better than any roadmap.

His claim: the best predictor of what AI masters is whether the task is verifiable. If a model can practice something, it gets extremely good at it.

Three properties make a task verifiable. Resettable, you can start a fresh attempt. Efficient, you can run many attempts fast. Rewardable, a machine scores an attempt without a human.

Now read that as a job description instead of a forecast. Anything with all three, the model eats. Anything missing one, that gap is your work.

Turning a fuzzy task into a resettable, scorable environment is what the industry calls evals. That is the whole job in one sentence.

Bookmark this

[aether @bluewdrift]

This line from Atomic Habits isn't ready to leave my head:

"It doesn't make sense to continue wanting something if you're not willing to do what it takes to get it. If you don't want to live the lifestyle, then release yourself from the desire. To crave the result but not the process is to guarantee disappointment."

[Mathelirium @mathelirium]

The coolest account on @X by far!

No one comes close!🫡

[OSINTtechnical @Osinttechnical]

Remarkable onboard footage from a Ukrainian Yak-52 backseat gunner shooting down Russian Shahed attack drones from an open cockpit with his rifle.

[Joseph Tsar @joseph_tsar_]

How to brilliantly communicate your opinion on anything (by Joseph Tsar)

[Anatoli Kopadze @AnatoliKopadze]

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.

[Long Now Foundation @longnow]

Star Axis is complete. Fifty years in the making, land artist Charles Ross has finished his monumental observatory on a mesa in New Mexico. A staircase, aligned with Earth's axis, climbs to a open lens that tracks Polaris and the 26,000-year cycle of Earth's gravitational wobble.

Read the beautiful feature in the NYT: https://t.co/vXco4bZcNB

[CooperBaggs 💰🍞 @edgaralandough]

Start your mornings with Psalm 23 and close your nights with Psalms 20 and 91. Watch how God brings peace, favor, and protection into your life.

[Merissa Hansen @merissahansen17]

I can’t not watch this video without laughing. No matter how many times I’ve watched it, I can’t not laugh.

It’s just too much.

[Alex Finn @AlexFinn]

I did it. I figured out the perfect AI coding loop

It's called the Finn Loop and it's 100x'd my vibe code output while cutting the work I need to do down by 95%

ANYONE can implement this. It's super easy. Here's how it works:

1. 3 new skills inside your coding agent. /spec, /build, /review

2. You start out with /spec "your idea". The skill then asks you enough questions to fully understand your idea in detail then create a detailed spec inside Linear (amazing project management tool. Very generous free tier)

3. In another Codex/Claude Code session: you have a /build loop running. Once a spec is created, the /build skill picks it up and builds it out for you. Then advances the status of the issue in Linear

4. In another session, you have /review loop running. It picks up every issue that is built out then reviews it. Checks for security issues, optimization issues, then tests the code in its own browser, lays out test steps, takes screenshots, creates a PR, and puts it in its own vercel test sandbox for you to test it

5. The review loop then takes all of that and pings you in a channel in your favorite messaging service. I use Slack for this. It shows you the PR, gives you all the testing steps, and executive summary of the changes, and a link to the Vercel sandbox where you can test it

6. You go to the message in Slack, review the change, then send a rocket ship emoji as a reaction. This signals to the loop that the PR should be merged.

The only manual steps in this loop are you submitting an idea to your agent, and verifying the change at the end. Everything in between is automated in the loop.

Your vibe coding workflow today is hand holding your agent step by step on everything you build. You spend all day doing this.

Your vibe coding workflow when using the Finn Loop is you wake up, make a cup of coffee, give your agent a list of ideas, then come back at night and review all the changes. You're free to do whatever you want during the day.

Let me know if you want my full spec, build, and review skills. Will release them soon. Will also film a tutorial video on this.

There's also a ton more details I'll share shortly too, like the interface I built for monitoring all of this.

You also can probably just send this tweet to your agent and it will recreate the Finn loop for you.

Carve off some time and try this out today. I promise it will dramatically improve your workflow

[Count Dankula @CountDankulaTV]

American lemonade slaps the absolute shit out of whatever the fuck it is we have back home.

[blue @bluewmist]

i'm in love with this quote:

"if you're persistent, you'll get it. if you're consistent, you'll keep it. and if you're grateful, you'll attract more of it."

[CooperBaggs 💰🍞 @edgaralandough]

Quit waiting for motivation, you’re acting like a loser. Set the alarm. Get out of bed. Train your body. Feed it real food. Keep your house clean. Handle your responsibilities before they become problems. Spend less than you earn. Build skills every single day. Decide who you want to be and earn that identity through your actions. Outwork your excuses. Stay disciplined when nobody is watching. Rest when it makes you stronger, not because you got uncomfortable. Walk with confidence. Say what you mean. Commit fully. Laugh when things get hard. Time doesn’t slow down for anyone. Pain is part of the deal. So is growth. People with fewer advantages have built incredible lives. You can too. Nobody gets a free pass. Nobody is disqualified. Keep showing up.

[Zac White @Zac2TF]

You can already afford your dream house… https://t.co/tLeiH0W1js via @YouTube

[Joe Rogan Podcast News @joeroganhq]

Never forget when Kobe said this.

"Wasting your time doubting whether you’re going to be successful is pointless."

[CooperBaggs 💰🍞 @edgaralandough]

DON’T JOKE WITH THIS PRAYER: Dear God, remove the fear that keeps me small and replace it with faith that reminds me I was made for more. Remove every doubt that makes me shrink, every voice that makes me second-guess my calling, and every spirit of delay that keeps me from moving. Give me courage to walk into rooms I once felt unqualified for, discipline to become who I keep praying to be, and wisdom to never run from the life You are calling me into. Amen.