Field notes

field notes from running ai content systems, faceless distribution networks, and viral growth operations. written for operators, not gurus. specific numbers, specific failures, no fluff.

• the ai ugc playbook — the stack, three case studies with numbers, and why most ai ugc dies inside six months.
• faceless accounts at scale — the infrastructure, what compounds, what dies, and the boring truth nobody teaches.
• the viral distribution system — the four levers behind 600M+ organic views, with the math the courses skip.