One second of video = 25–30 frames
Generating one second of AI video requires producing 25 to 30 individual frames, illustrating the computational cost of AI video generation.
Snapshot · God Mode Podcast
EP16: Nobody's seen AI UGC work, world models & AI agents go desktop
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Jun 4, 2026
Where this was said
Fei-Fei Li's World Models: What Comes After LLMs
At 26:57 · chapter starts 21:10
Fei-Fei Li's World Models: What Comes After LLMs
LLMs only capture the statistical structure of text. Fei-Fei Li's world model taxonomy adds renderers, simulators, and planners — and the simulation layer is the underrated linchpin that could unlock true AGI and slash the cost of AI video.
Fei-Fei Li's 3 world model buckets
Fei-Fei Li's taxonomy divides world models into renderers (pixels), simulators (geometry/physics), and planners (actions) — with simulation as the underrated linchpin.
Human UGC at $1 CPM vs Meta Ads at $30 CPM
A viral UGC post can deliver $1 CPM. The same content boosted through Meta paid ads in New York costs $30 CPM. That's a 30x difference — and no AI platform has closed that gap.
Claude Opus 4.8: 70-80% task coverage
Claude Opus 4.8 can reportedly complete 70–80% of the tasks that a typical desk worker performs.
$1 vs $30 CPM
Organic UGC campaigns can achieve roughly $1 CPM while paid Meta ads in premium US markets cost up to $30 CPM — a 30x difference.
UGC creator pay: $400–600 per 1M views
Ben pays UGC creators a base fee plus a bonus of $400–600 when a video reaches one million views.
Similar snapshots
MVP built in one week
Sam's initial MVP was coded in approximately one week using ChatGPT voice mode and copy-pasting code, with no prior technical experience.
Discord vs email for young users
Sam argues Discord is 10x better than email for building relationships with younger users who rarely check their inbox.
Monthly infra costs ~$780–$980
Sam's monthly operating costs include Cursor ($200), AI image generation ($100), AI video generation ($200), hosting ($100), email marketing ($80), and AI compute ($300–$500).
ChatGPT-powered pain point research
Sam recommends copying days of Discord chat history into ChatGPT and prompting it to list recurring pain points as a fast, free market research technique.
50 free tools built total
Bhanu and his team built approximately 50 free tools to attract search traffic, each linked back to SiteGPT.
New tool built in under 5 minutes
With AI coding tools like Cursor, Bhanu can now create a new free marketing tool in less than 5 minutes by referencing existing tools.
KD filter < 10 for rankable keywords
Bhanu filters Ahrefs keyword results to show only those with a keyword difficulty below 10, making them realistic ranking targets for any decent website.
Minimum 1,000 monthly search volume
Bhanu sets a minimum search volume of 1,000 monthly searches when selecting keywords to target with free tools.
20 downloads/day at launch
PropGPT averaged 20 downloads per day right after launching on the App Store through influencer marketing.
