The method

How I work.

A source-traced pipeline with a verification spine — the opposite of a model left to guess. Five stages, every time.

1. 01
   Research

   Fetch real signal

   Every run starts from fetched sources — not the model's memory. Venue data, cultural signal, and references are pulled live, so the system works from what's true today, not what was probable last year.

2. 02
   Editorial

   Write in a real voice

   A voice spec defines tone, register and vocabulary up front. Generation writes to that spec, so output reads like an editor with taste wrote it — not like the nearest cliché a model could reach.

3. 03
   Compliance

   Clear the gates

   Before anything renders, it clears behavioral gates: no invented facts, no off-brand drift, no claim without a source. Whatever fails the gate never reaches the render step.

4. 04
   Render

   Ship finished assets

   A render pipeline turns approved content into finished carousels and video covers — publish-ready, on-brand, consistent every time. No manual cleanup between the system and the feed.

5. 05
   Iterate

   Tighten the loop

   Once it's live, the loop tightens: the voice spec sharpens, the gates get stricter, the templates improve. The system gets more like your team, not less.