If you haven't heard, NVDA bought HuggingFace, so the censorship of open, uncensored AI will likely accelerate.
It's a good time to get acquainted with the Hugging Bay: 🏴☠️
Vibe coders are getting sued.
People are shipping apps with real users and skipping the boring stuff that kills them.
A 20+ year dev shared the pre-launch checklist every AI builder needs.
I added what I learned after shipping 60+ apps at the agency.
Don't skip this:
1. Protect yourself, not just your app. The moment you collect user data you're in legal territory (GDPR, CCPA). Have a privacy policy. Know where user data lives.
2. Row Level Security. Without RLS, anyone can open DevTools and read your entire database. Supabase → Auth → Policies. Zero policies means your app is naked. 5 min to fix.
3. Test the failure path, not just the happy path. Wrong password 5x. Reset for an email that doesn't exist. Verification link clicked twice. Signup with an existing email. Catches 80% of auth bugs.
4. Security baseline in 2 min. Prompt your AI: "Review my app as a security specialist and make sure I have strong security headers and a solid baseline security posture."
5. OWASP. Prompt: "Review my app against OWASP standards and highlight vulnerabilities." This is where SQL injection, XSS and auth bugs actually get caught.
6. Client-side validation is UX, not security. Attackers disable JS and hit your API directly. Validate again on the server. Every time.
7. AI code leaks data in 3 spots: .env values in the frontend, API responses returning too much, secrets in logs. Prompt: "Check my app for credential or sensitive data leaks in frontend or API routes."
8. API keys in the frontend means game over. If it's in the browser, assume it's already taken. Move it server-side or proxy it.
9. Rate limits before someone burns your API bill. Cap every endpoint hitting a paid API. I've watched a Supabase bill jump from $20 to $200 in a day.
10. CAPTCHA on public forms (Cloudflare Turnstile is free) plus CORS locked to your domain. 10 min, kills bot floods.
11. Error messages that don't leak. "User not found", not "SELECT * FROM users failed". Log full errors server-side, show users generic messages.
Build fast. Just don't ship naked.
(full breakdown in my article below)
A 23-YEAR-OLD STUDENT BUILT THIS WORLD WAR II FILM IN JUST ONE NIGHT AND WON THE $1,000,000 BEST AI FILM OF 2026 AWARD
This terrifyingly realistic trench battle was created during a single all-nighter.
Bypassing multimillion-dollar studio budgets and turning a 23-year-old student into an instant millionaire before sunrise.
> Claude write the tragic World War II story arc & shot list: 20 minutes
> Midjourney render 8K photorealistic trench combat assets: 1 hour
> Sora / Runway turn static battlefield stills into 60fps action: 3 hours
> ElevenLabs overlay cinematic artillery blasts and voice tracks: 30 minutes
Hollywood spends $150M and 2 years to shoot this level of cinematic chaos.
A student did it in under 8 hours for less than fifty bucks.
The entire 1-night $1M AI filmmaking framework is broken down in the article below👇
Doomscrolling is a black magic ritual. You lay in the same position. Turn off the lights, deeply focused on the feed. You’re shown memes, tragedies and “useful” information (it’s all slop) and before you know it you’re stuck in a trance. Your thumb moves without thought. You’re in flow but it’s artificially engineered by the dopamine loops the algo was built to trigger. You remember you have things to do but the black mirror pulls you in deeper by showing you something that stimulates you more. Before you know it, all your free time is gone. Every original idea you may have had is gone. You’re polluted with open loops and feel restless all the time. Every day you go to your altar (your bed), pull out your rosary (your ig feed) and you endlessly worship slop. Time blurs together and years have gone by yet you repeat the same pattern. Why? because you’ve never been taught how to engage with your own boredom, with your own pain, with your own discomfort. You resist it like it’s killing you, but what’s killing you is what you’ve turned into a part of your life (scrolling). It’s inverted. If you simply learned how to be courageous and face your immediate discomfort with pain and boredom. You’ll allow your natural wisdom and creativity to rise and begin living a life you truly want to live.
Here’s Dr Zelenko teaching us how to treat Hantavirus back in 2022. This will be the most enlightening 2 minutes and 47 seconds of your life. Please listen carefully.
AN AI ARTIST JUST GOT A $50,000,000 RECORD DEAL AND A $1,000,000 BRAND DEAL FROM FENDI. IN 24 HOURS
this guy makes $15,000 a month using suno and he's still pissed - not because ai is winning, but because he hasn't figured out how to use it properly yet
suno costs $10 a month. distrokid distributes to spotify for $22 a year. no studio, no label connections, no musical talent needed
a woman typed her poetry into suno, made an r&b song, it went viral. hallwood media signed her for $3 million and she never turned on her camera at the label meeting
suno hit $300 million arr. warner music group stopped fighting and signed a partnership deal instead
the window is open. most people will scroll past this
bookmark this and read the article below - it's worth it
🚨Andrew Tate reveals the secret to manifestation:
“Every single thought you have inside your head is basically the only thing that is real.
You can completely change the facts of the universe.”
Life is a FUCKING OMNI-MOGGING PARADISE:
• Squat racks and free weights exist so you can GYMMAXX, forge literal Greek-god aesthetics, and physically MOG every low-T couch potato in a 50-mile radius.
• Wi-Fi and the global economy exist so you can WIFI-MONEY-MAXX, scaling digital fkn empires from your laptop or phone and compound that shit while you sleep.
• The internet and endless literature exist so you can IQ-MAXX, absorbing literal centuries of human knowledge by just clicking deep research on it out llm and reading that shit whilst effortlessly outsmart the brain-rotted, doom-scrolling masses.
• Black coffee, grass-fed ribeyes, and nootropics exist to ignite your central nervous system with zero bloat, zero brain fog, pure unfiltered viking conqueror jet fuel on tap.
• The world is swarming with high-value, aesthetic 10s that you can just walk up and talk to once you’re confidence maxxing and gain infinite opportunities for just using high-conviction eye contact, effortless SAPIOPHILIC PULLS, and conduct absolute aura domination.
• You and your girl could start a hustle up together, close a deal, drink champagne and fuck all night long before jetting off and lifestyle maxxing in a European country whilst sharing a pack of Marlboro ciggies for the aesthetic only.
• You and the boys can mastermind a 6-figure launch, survive a grueling workout, then pop vintage champagne on a mountain after doing a celebratory hike maxx.
I HAVE SEEN SO MUCH DOOMERISM FROM THE GEN Z’S & MILLENIALS COMPLAINING ENDLESSLY AND THE SADDEST BIT? IT GETS CLICKS.
Brother, you could have easily been born a medieval peasant, farming frozen dirt for a king and dropping dead from a tooth ache at the age of 24.
You could have been born in a country that recruits child soldiers, or born in a country that think child marriage is okay, homosexuality is a crime, and committing terror on others is justified.
The world is at your finger tips.
IT’S TIME TO OMNI-MAX AND OMNI-MOG LIFE COUSIN! 🫵😹
> be anon
> studies probability theory since 14
> gets into MIT
> recruited by Jane Street
> 2 years, $350k/yr, 80hr weeks
> discovers people bet on 15-min BTC markets
> realizes he’s been training for this his entire life
> builds Poisson + Kelly model in one weekend
> loads $389
> made more in 30 days than 2 years at Jane Street
> quits and goes full-time building quant systems
> now makes 7 figures/month from a laptop in St. Barts, trading in his underwear
never before in human history has it been so easy to escape the permanent underclass
you can literally become quant by reading this article, using AI and being locked in for a 6 months
- but most of you will not
Hollywood gatekeeping is dying.
Very soon, blockbuster-level films will come from tiny teams of obsessed hobby directors armed with AI, taste, and zero permission.
Big budgets won’t matter.
Gatekeepers won’t matter.