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@goat.toke: We only ever have now #nature #fyp #trending #aesthetic #losangeles #LA #skyline #laskyline #mystery #music #night #car #carride #roadtrip #time

Sabrina Carpenter notice me
Sabrina Carpenter notice me
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Sunday 27 April 2025 05:10:30 GMT
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4ndy_100
￴￴￴￴￴ ￴ ￴￴￴ ￴ ￴￴￴￴￴ ￴￴￴￴￴￴ ￴ :
Look at my vid
2025-04-28 13:28:30
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99carreras
Alexander 🚯🎧 :
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2025-07-30 23:58:24
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Everyone wants to automate faceless reels. Almost nobody builds the thing that stops a bad one from posting at 3am. That's the harness. Six stages, one real example: 1️⃣ CONTEXT — your last 30 posts + today's source 2️⃣ SCRIPT — the LLM. Hook, five beats, on-screen text 3️⃣ POLICY GATE — licensed audio, claims you can source 4️⃣ RENDER — TTS, ffmpeg, burned-in captions 5️⃣ VERIFY — 1080x1920, hook by 1.5s, no clipped audio 6️⃣ POSTED — and the retention curve becomes tomorrow's context 👀 Notice the ratio: 1 model call, 5 code stages. The LLM writes the script. Everything else is code. And the two edges nobody draws — blocked and rejected. If your diagram only has a happy path, you didn't design a harness. You drew a wish. Bound the retry. Two tries, then a human. Unbounded is just an expensive while-true. THE HARNESS IS THE PRODUCT. THE MODEL IS ONE BOX. 📸 Screenshot the last frame. Save it before you build your next agent pipeline. Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. ⚡ . . #AIengineering #softwareengineering #AIagents #agenticAI #systemdesign
Everyone wants to automate faceless reels. Almost nobody builds the thing that stops a bad one from posting at 3am. That's the harness. Six stages, one real example: 1️⃣ CONTEXT — your last 30 posts + today's source 2️⃣ SCRIPT — the LLM. Hook, five beats, on-screen text 3️⃣ POLICY GATE — licensed audio, claims you can source 4️⃣ RENDER — TTS, ffmpeg, burned-in captions 5️⃣ VERIFY — 1080x1920, hook by 1.5s, no clipped audio 6️⃣ POSTED — and the retention curve becomes tomorrow's context 👀 Notice the ratio: 1 model call, 5 code stages. The LLM writes the script. Everything else is code. And the two edges nobody draws — blocked and rejected. If your diagram only has a happy path, you didn't design a harness. You drew a wish. Bound the retry. Two tries, then a human. Unbounded is just an expensive while-true. THE HARNESS IS THE PRODUCT. THE MODEL IS ONE BOX. 📸 Screenshot the last frame. Save it before you build your next agent pipeline. Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. ⚡ . . #AIengineering #softwareengineering #AIagents #agenticAI #systemdesign
«أنا ما يمتعني في كرة القدم إلا هز الشباك، لا تقولي استحواذ؛ أبي تسجيل، أبي هز شباك.» ⚽️🥅 عبد الله فلاته | ⁧#برنامج_المنصة
«أنا ما يمتعني في كرة القدم إلا هز الشباك، لا تقولي استحواذ؛ أبي تسجيل، أبي هز شباك.» ⚽️🥅 عبد الله فلاته | ⁧#برنامج_المنصة


#foryou #repost❤️ #♥️♥️❤️❤️👈 #foryou #repost❤️ @King of bajuar🇵🇰♥️🇸🇦🤙💪
#foryou #repost❤️ #♥️♥️❤️❤️👈 #foryou #repost❤️ @King of bajuar🇵🇰♥️🇸🇦🤙💪
🚬🖤 #fyp #trending #foryourpage
🚬🖤 #fyp #trending #foryourpage
#HIGURUMA | NO DEJABA LA KNCIÓN EN PAZ JAKDKAAJJA | #hiromihiguruma #jjk #jujutsukaisenedit #fyp
#HIGURUMA | NO DEJABA LA KNCIÓN EN PAZ JAKDKAAJJA | #hiromihiguruma #jjk #jujutsukaisenedit #fyp

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