LLM · GEO ContentProject 11

Multi-Model Content Automation

A task-handoff pipeline orchestrating Storyteller, Architect and Editor LLM roles, enforcing GEO and human-touch formatting without manual prompting.

[ overview ]

An LLM task-handoff pipeline that splits content creation across three specialised roles — Storyteller, Architect and Editor — so each model does one job well. The chain enforces GEO (generative-engine optimization) structure and a human-touch formatting pass automatically, removing the manual prompt-chaining between steps.

[ what it does ]

  • Three-role LLM orchestration — Storyteller drafts, Architect structures, Editor refines
  • Automatic GEO formatting so output is tuned for AI answer engines
  • Human-touch pass that strips the robotic tone from generated copy
  • Zero manual prompt-chaining — each role hands off to the next programmatically
  • Delivered as a reproducible Jupyter pipeline
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