AI Production Framework
( built around Claude Code · hybrid )An independently designed, AI-enabled production system combining specialized functions, connected tools and human creative oversight.
The challenge
Running several content projects at once means coordinating research, content planning, scripts, creative development, production and reporting, in more than one language, while keeping quality and a consistent creative voice.
My role
I designed the framework on my own and I operate it: I define the processes, manage execution, review outputs and make the final creative and publishing decisions.
The approach
A hybrid model built around Claude Code. Specialized functions handle defined parts of the work. Some stages run automatically, some need manual input, some tools are connected and other steps are done by hand. Key stages wait for my review or approval.
The output
The framework supports a portfolio of three AI-powered YouTube projects with more than 30 hours of published video. These are portfolio-wide figures, not results attributed to the framework alone.
The workflow
AI-assisted stage, mixing automated and manual steps Human review and decisions- 01AI-assisted Strategy & research Research and content strategy define what gets made and why.
- 02AI-assisted Content planning & scriptwriting Plans and scripts take shape from the strategy.
- 03AI-assisted AI-assisted creative production Creative development and production support, with connected tools and manual steps.
- 04Human Human review & approval I review the work and approve it before it moves on.
- 05Human Final content & publishing Final creative and publishing decisions are mine. Reporting follows.
( Illustrative overview of a hybrid AI-assisted production process. The five stages simplify a framework that coordinates eight or more specialized functions. )

