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@EXM7777 (Machina) posted on 2026-08-06 a step-by-step guide claiming to recreate…

2026-08-06 · 15:54 UTC ·@EXM7777 ·1 min read

Brief

EXM7777 (Machina) published on 2026-08-06 a how-to for building an "AI UGC factory" inspired by Andrej Karpathy's LLM Wiki in Obsidian. The guide instructs scraping hundreds of ads for hooks/scripts/voiceovers/CTAs, converting that corpus into an Obsidian Vault via Claude Code, generating scripts with Fable 5 on the Higgsfield Supercomputer, and producing avatars and clips with Nano Banana Pro and Seedance.

Why it matters

@EXM7777 (Machina) posted on 2026-08-06 a step-by-step guide claiming to recreate Andrej Karpathy's "LLM Wiki" knowledge-graph-in-Obsidian approach for AI UGC, starting by scraping hundreds of ads to extract hooks, scripts, voiceovers, and CTAs.

Key details

  • The published workflow uses Claude Code to convert scraped data into an Obsidian Vault, Fable 5 to write ad scripts sent to the Higgsfield Supercomputer, Nano Banana Pro to generate avatars, and Seedance to produce final clips.
  • The author promises exact prompts, tools, and scripts (video + article) to take a beginner to an autonomous "AI UGC factory" and links the post at https://nitter.net/EXM7777/status/2085362363214201033#m.
Cleaned source text

i simply don't understand why nobody is building this...

Andrej Karpathy, OpenAI Co-founder, introduced the "LLM Wiki" - a knowledge graph inside Obsidian

i built my own version for AI UGC and here's exactly how you can do the same:

start by scraping hundreds of ads to extract hooks, scripts, voiceovers and CTAs

prompt Claude Code to turn this into an Obsidian Vault

write scripts using Fable 5 and send these to Higgsfield Supercomputer

generate avatars using Nano Banana Pro and clips with Seedance

the article below teaches you how to build the full workflow step-by-step:

Video

Machina (@EXM7777)

Article

How to build an AI UGC factory in Claude Code:

I will teach you how to go from complete beginner in AI UGC to owning an agent that produces finished ads on autopilot. I'm going to hand you the exact prompts, the tools to use, the skills to build,

— https://nitter.net/EXM7777/status/2085362363214201033#m