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Imran Khawaja
552 posts

Imran Khawaja
@krazyimran
I post about : - Engineering Leadership - Building software
Seattle Katılım Aralık 2007
1.4K Takip Edilen216 Takipçiler

Clawdbot + Kling = 550 videos per day
No actors.
No products in hand.
No ghost creators.
No missed deadlines.
Just viral TikTok Shop sales — 24/7.
Here’s the crazy part:
This system produces 550+ cinematic, product-ready ads per day from a single prompt.
Here’s the full pipeline:
→ AI generates a realistic UGC persona — face, voice, personality
→ Arcads clones a natural voiceover in seconds
→ CapCut auto-edits: captions, pacing, hooks — done
→ our phone farm method pushes every finished video straight to TikTok Shop
→ Cruva Social 1 identifies which hooks are already winning in your niche before you film anything
The result: 500+ videos a month, per brand, at a fraction of what one UGC creator used to cost.
Most brands are still paying $300–500 per video.
Testing 10 hooks takes $5,000 and three weeks.
With this system, you test 100 hooks in the same timeframe.
The ones that win get scaled. Automatically.
AI is the new creative director.
TikTok doesn’t reward the best video.
It rewards the brand that shows up the most — with content that converts.
Static agencies are dead.
Creator dependency is a liability… and it’s soooo 2025.
No more waiting on creators.
No more $500 videos that flop after 200 views.
The brands that automate content at scale will be the biggest winners of 2026.
If you want the full breakdown:
Like & comment “SYSTEM”
I’ll send you the complete workflow, every prompt, and a step-by-step walkthrough. Free.
(Follow first so I can DM.)

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@svpino I went through an earlier cohort and can confirm it’s worth it! It’s great that you can purchase once and attend all future cohorts as well! I’m looking forward to dropping in on cohort 12!
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AI/ML will dominate the world for the next few decades.
If you are serious about learning, here is an alternative to free, low-quality education:
I teach the best Machine Learning Engineering program on the internet.
My class is not a video course. It's a face-to-face (online) class where you'll interact with me, ask me questions, show me your work, and I'll help you through it.
• 18 hours of live sessions
• 100 hands-on problems to solve
• Step-by-step coding instructions
I'll show you how to build end-to-end Machine Learning systems that work.
The 12th iteration of the program starts Monday, April 8th. (That's next week.) More than 1,000 students have already graduated from it.
If you want to join the Abril cohort, now is the time:
ml.school

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@LBacaj Very true. I've used it recently to start up projects in areas I wasn't familiar with. I created a AI Monk Telegram bot over the weekend. Previously I would have spent many more days to get started. t.me/AiMonk_bot
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@levelsio Ha 🙃reminds me of the phrase “git push get paid!” I like your interpretation of LGTM!
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@LBacaj I’ve seen this as well building a therapy/advice bot. Will likely look to move off OpenAI.
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An observation from using LLM tech in our products in smallbets.com is the models become significantly dumber & less useful the more they are moderated.
Moderation seems to cut off entire paths it could go down.
Ofc, OpenAi is a black box but I’ll argue as moderation went up, GPT4 got worse at normal requests.
Louie Bacaj@LBacaj
The most recent OpenAi model fails about 25% of the time when a response has any cursing in it. This is through the API; this is a private bot in a private community, not ChatGPT. One trick is to track the ways it says no & flip to a different model when it refuses to answer
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@ShaanVP Great episode. A big takeaway on goals is: not having investors/board to answer to is liberating. Having worked at VC backed companies goals and forecasts is always assumed. The tension grows as the expectations and desire to predict the future increase as the stakes rise
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this podcast ad a bunch of nuggets:
1. The story of negotiating his deal with jeff bezos
2. Jason's "no goals" and "no long term plans" system that still built a $100m+ company
3. Nerding it up about landing pages & writing
4. making fun of him about his $26M house purchase being public info :)
As someone who's followed @jasonfried for a long time, and a huge admirer of his craftsmanship (products, blogs, books). This was a lot of fun.
next tweet for the linky dink

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@ramannoodlez Great suggestion! Do you have any you would reccomend?
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@dvassallo imrankhawaja.gumroad.com/l/vitalquestio…
Questions engineers should ask during their interview process. Pay what you want!
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@LBacaj congrats on pushing. I love the idea behind gift cards for smallbets
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15 years of hardcore software development, some of it in the grungiest garages & scariest basements, have hardened my coding skills.
Toughened up under those conditions, not only do I deploy on Friday.
But I just deployed on Black Friday.
I hope the day comes when you get to deploy on the year's busiest day, too.
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@charlierward @Replit I do think it’s great to start MVPs and maybe more! I was able to create a simple summarizer chrome extension. Documented it here github.com/imrank1/aiassi…
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Everyone’s laughing at all the ChatGPT threads, but I (a man who can’t code), just built and shipped a functioning and IMO useful Chrome Extension in ~45 minutes using just that and @Replit - it was the weirdest feeling ever.
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@LBacaj 💯 this is great insight . It happens all the time . New leadership brings in their own guard . We are witnessing it real time with Twitter.
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@dvassallo @Delta They should call it “impossible to eat” 😜. It’s just not real.
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Today I was on an international flight with @Delta and they tried to feed me synthetic “impossible” meat 🤮
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These are just some questions you can ask to get an insight into the team.
I've compiled a list of questions here that you should ask : imrankhawaja.gumroad.com/l/vitalquestio…
It's free.
Let me know what you think!
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