Pingala

Tradfi trader- trading fake internet money on the side. NFA.

[Mahax @Mahaximus_]

Andrej Karpathy:

"Prompting is going away.

Delete everything, keep Graph."

In 1 hour he shows how to build Graphs, and why it's the only thing that will be left standing at the end.

The missing piece most people don't get: LLMs, prompts, agents, they're all steps. Graph is where you end up.

Watch it, then read the full guide on Graphs below.

[beech @beechinour]

use this system prompt for 100% undetectable ai ugc:

[Ernesto Lopez @ErnestoSOFTWARE]

$10M app idea🤯

This app made 1,000 offline games
and they make $90,000/mo

All from ad revenue

it literally has 2M downloads,
mostly from organic ASO

except, they don't have 1,000 games.
They have maybe 50 games..

you could technically run a claude
gaunlet loop for 5 days

and actually make 1,000 games

then do UGC targeting teenagers.

once your ASO locks in
on these keywords

You are set for life

[darkzodchi @zodchiii]

Anthropic engineer:

“90% of our engineers were using self‑improving loops. Now everyone shifted to building agentic Graphs"

"No more prompting”

In 10 minutes she shows her full Claude Code setup and workflow live, from a blank terminal.

Worth more than a $500 agentic course.

Watch this video, then save the article below on how to become a graph architect👇

[Rahul @sairahul1]

Jacob Bank, former Google product lead:

"I built up this team of 40 AI marketing agents to work with me. I'm the only marketing person."

In a 15-minute talk, he shows what one person with the right setup now runs alone.

Forty agents. One human. His AI bill is $500 a month, against the $50,000 a human team would cost.

That's the math quietly minting the first solo fortunes of the AI era.

Watch the talk, then read the article to build your first AI team.

[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 breaks down how Anthropic builds agents that remember, learn from their mistakes, and get smarter with every run.

Worth more than any paid course you'll find on building agents.

Watch the session, then read the guide on building loops below.

[vanh @VanhDesign]

Fable 5 makes it so much easier to create interactive websites

I created this scroll-driven background animation and all the site's interactions by chaining multiple techniques together. It's a template concept for a loud bath and body brand. The entire background is one continuous 36-second dye-in-water film, and you scrub through it by scrolling.

No video tag

Make sure to follow. A video breaking down the full technique is coming soon.

[Miles Deutscher @milesdeutscher]

This is an insane Fable 5 UI/UX hack.

This "Taste" skill completely kills generic AI-slop and gives Fable 5 the tools & instructions needed to ship beautiful design.

This might just be the best AI skill I've ever used.

https://t.co/XVQ6JpjYCy

[signüll @signulll]

when tinder launched tinder gold (one of the most successful subscriptions of all time cuz it was pretty much ~100% margin) there was one psychological trick that worked incredibly well… you just show ppl who liked you but blur them out.

in order to reveal them, you need to subscribe. the human mind cannot handle this type emotional uncertainty, so the subscription which was expensive af to boot became more lucrative than netflix cuz they had zero supply side costs.

instagram plus is now effectively trying to create the same psychological dynamics, including private story views, & pushing your story up etc. incredibly interesting.

[Peter Czepiga @peterczepiga]

The Meta Creator Marketplace keeps getting better and better.

You can now select a Custom or Lookalike audience and see a list of creators with similar audience profiles.

This is publicly accessible via the Creator Marketplace API.

This means 10 minutes in Claude Code can build a dashboard that constantly uncovers new creators with audience profiles statistically similar to your brand.

We used to DREAM OF STUFF LIKE THIS in 2019.

[محمد المطيري @doplx]

وجبة شاورما مجانية تطيح بالمجرم الشبيح ( ساري مخلوف ) ! 🥙🇸🇾

هل تعلم أن إلقاء القبض على المجرم الضخم ( ساري مخلوف ) تم بخطة إستخباراتية طريفة وأن صاحب تلك الخطة حوراني بجهاز الإستخبارات ؟
بعد حصر احتمال وجود ( ساري مخلوف ) في دائرة قطرها 7 كيلو متر كان من الصعب تفتيش البيوت جميعها في تلك الدائرة و التي تقارب 800 بيت ، وهنا فكّرَ ( م.ز ) وهو حوراني بالإستخبارات بخطة طريفة :
قام جهاز الإستخبارات بتمويل تأسيس مطعم شاورما وسناكات ضمن تلك الدائرة المتوقع فيها وجود المجرم ( ساري مخلوف ) ، و أعلنوا أن يوم الإفتتاح سيكون يوماً مجانياً يتم توزيع الشاورما والسناكات والزنجر بالمجان من الساعة الثانية عشر ظهراً حتى الثامنة مساءً ..
توافد فريق الإستخبارات وقام بالتسلل بين زبائن المطعم .. في تمام الساعة الواحدة ظهراً أتى ( ساري مخلوف ) متنكراً بدشداشة بيضاء وشماغ ويضع نظارات شمسية ووقف بالطابور ليأخذ حصته .. فقام فريق الإستخبارات بوضعه بالسيارة بكل سهولة وإتجهوا به إلى الفرع 202
على فكرة أنا ما بمزح هذا اللي حصل .🤦🏻‍♂️

#مساء_الخير
#سوريا_الجديدة
#سوريا
#الجمهورية_العربية_السورية
#دمشق

[Miles Deutscher @milesdeutscher]

Anthropic just literally spoon-fed you how to use Fable properly.

99% of Claude users missed it.

The way you need to prompt Fable is fundamentally different from all other AI models.

I translated their entire new Fable prompting handbook:

[FHILY👑 @Oluwaphilemon1]

Opus 4.8 Is Insane but Claude Fable 5 is 🤯

A 12-min tutorial on how | Build 3D Websites in Minutes with Al (0 Design + 0 Coding)

[David @justddev]

$30k revenue from just 20k downloads is insane conversion

gentler streak is the perfect example of high-LTV execution

their onboarding is pure storytelling:
- gamified character interactions
- smooth explanations of core features
- high-converting 50% off paywall right at the end

you don't need millions of downloads if your onboarding funnel converts this well

[Ernesto Lopez @ErnestoSOFTWARE]

this video generated 23M views and l 300k downloads for this app 😭

literally just Tinder but you match with people that have the same music taste

this format is just a visual hook
+ app demo

and they are farming downloads on the comments to maximize conversion

I've never seen an app like this...

this might be the last original idea in the vibes coding era

[Hunter Biden @HunterBiden]

So let me get this straight.

Jake Tapper is focused on attacking my Mom.

Jared and Ivanka are building a private island paradise on Albanian protected land.

Don Jr married the daughter of Epstein’s banker, and a startup his fund backs just got a record $620M Pentagon loan.

Eric is taking an Israeli drone company public for $1.5B in the middle of a war with Iran that nobody wanted.

And I know: “But what about your paintings, Hunter?”

Please.

[Arthur Spalanzani @arthursbuilds]

I avoided Apple Ads in the US for months

thought competition would destroy my budget

then I tested it

current CPA:
US: €0.66
Brazil: €0.40

US is more expensive, but LTV is way higher

also Apple gives new accounts $100 credit

here’s how I set up ASA:

[Adam Gillman @AdamGillman]

If I was FORCED to make $100K per month with ecom online in 30 days starting from zero — here's exactly what I would do:

Days 1-3:

Pick the right category Not the most exciting one. The most defensible one. Something where the buying decision has a strong trust component — supplements, kids products, beauty, pet, health-adjacent. Anything where a real person saying "I use this and here's why" collapses the consideration cycle immediately.

Days 4-7:

Build the product Not from scratch. Find a white label manufacturer. Target 80% gross margins minimum before you spend a dollar on marketing. If the math doesn't work at 80% gross margins — pick a different product.

Days 8-10:

Build the subscription offer 100% subscription only. No one time purchases. 50% off month one — this is the single highest converting offer structure I have ever tested across two 9-figure businesses. Price at a premium. $10 signals $10 quality.

Days 11-15:

Find 25 micro influencers Mommy bloggers if it's a kids or family product. Health creators if it's wellness. Pay flat fees. Get real testimonial content. Expect 10% to convert. Kill the other 90% fast.

Days 16-20:

Whitelist the winners Take the 2-3 influencers performing best and run their content as paid ads from their handle. This is where the real leverage is. Whitelisted influencer creative outperforms brand-owned creative every single time.

Days 21-25:

Text every new customer personally Every single subscriber gets a personal text within 24 hours. Not a bot. Not an automated sequence. A real human introducing themselves and offering to help. This one decision will define your retention curve.

Days 26-30:

Double down on what's working Kill every channel that isn't converting. Pour everything behind the 1-2 things that are. Raise prices the moment you have proof of demand.

$100K in 30 days is not guaranteed.

But this is the exact playbook that took us to $103M annual revenue and a $260M exit.

The only difference between $100K and $103M is time and compounding.

Comment "X" if you want my full playbook of everything I learned while building my business and how you can too :)

**must be following + retweet to receive.

[Zack (Paid Ads Specialist) @zackpaid]

i've been testing Higgsfield MCP + the NEW Claude Opus 4.8 to generate ALL our Meta ads creative inside 1 conversation...

and it has been ABSOLUTELY cooking

so i've decided to document the ENTIRE workflow...

covering the setup, market research, image gen, animation, copy, and 7-day test campaign structure to take a Meta ads creative batch from 0 to launch in a single afternoon as a service based business (agency, firm, brick and mortar, consultant, etc)

here's what's included inside the guide:

→ Higgsfield MCP setup in 5 minutes (https://t.co/xMyAvg7v9p integrations → paste mcp URL → authorize. 30+ image and video models inside one Claude chat)

→ phase 1, market research + angle development (master brief prompt that returns 7 ad angles ranked by differentiation, top 3 expanded into 3 hook variations each)

→ phase 2, image generation with ChatGPT Images 2.0 (3 variations per angle in under 90 seconds. model selection table covering ChatGPT Images 2.0, Soul 2.0, Nano Banana Pro)

→ phase 3, scroll-stop animation with Seedance 2.0 (static image to cinematic motion loop. first 0.5s stops the scroll. one client hit 5.1% CTR week one... their highest-performing creative ever)

→ phase 4, the 4-variation copy stack (loss aversion, authority + specificity, contrarian, identity. 12 ready-to-test ad combinations from one session)

→ phase 5, 7-day test campaign structure (budget allocation, day 3 signal thresholds, day 7 kill and scale criteria, the 3 highest-probability winners to launch first)

all backed by $10M+ generated through Meta ads funnels for service-based businesses (and a legal funding client that we expanded from 8-12 to 40+ creative variations per month using this method... even finding 3 winners that scaled him to $89k/mo within 90 days)

like + comment "COOK" and i'll send it over

(must be following + RT for priority access)

[Noodles @criptopaul]

Let's decode what actually happened here.

Axios reported that Trump exploded at Netanyahu. Called him "fucking crazy." Said "you'd be in prison if it weren't for me." Said "everybody hates you now."

The journalist is Barak Ravid again, we talked about it. Israeli. Based in Washington. Covers the Netanyahu-US relationship for Axios, and every latest deals to calm the markets.

This is the same journalist who wrote the exact same type of story about Biden. There is literally a book chapter about this pattern. It is called "Fuming Biden." The same reporter. The same format. The same function. Different president.

Now watch the response.

Mark Levin, a close ally of both Trump and Netanyahu, did not deny the story. He demanded an FBI investigation into who leaked it. When your defense is "this should never have leaked" instead of "this never happened," you have confirmed the call happened.

But here is the part that matters.

Why would Levin, a friend to BOTH men, confirm the most explosive account of their relationship ever published?

Because it serves both.

Trump gets to look tough. Not Netanyahu's puppet. Willing to put Israel in its place. His base loves it.

Netanyahu gets cover. He "paused" the Beirut strike, but not because Iran threatened him. Because his "friend" asked him to. His base loves it too.

And look at what actually changed on the ground. Nothing.

Israel cancelled the Beirut strike. But the ground invasion of Lebanon continues. The IDF is still miles deep. A soldier died today from a Hezbollah drone. Netanyahu's office said: "position unchanged."

The performance was perfect. Trump gets the headline. Netanyahu gets the cover. The deal gets another 48 hours of "progress." Markets get a reason to breathe.

And the war continues exactly as planned.

This is the same playbook. Every time public opinion turns against the war, a story appears showing the US president is "furious" with Israel. It creates the illusion of restraint while changing nothing.

Biden was "furious" for 14 months. The war never stopped.

Trump is "furious" now. The ground invasion is expanding.

The visible game is: Trump controls Netanyahu.
The real game is: both men are performing for their audiences while the machine moves forward.

Nothing has been signed. Nothing has stopped. The war is not winding down. It is being managed.

Neither one controls the other. They walk arm in arm. Know that.