Post
122
AI orchestration > bigger models?
Over the past few months I've been experimenting with a different approach to AI-assisted creation.
Instead of asking one frontier model to do everything, I explored what happens when specialized capabilities are orchestrated into a single production workflow.
The project coordinates drafting, editing, illustration, multilingual translation, narration, publishing outputs, and marketing assets into one end-to-end system.
The first real-world validation is The Isaiah Chronicles, the first release in a planned 10-book series.
Over roughly two months the workflow processed more than 14 billion tokens, with continuous experimentation around evaluation metrics, quality gates, reproducibility, and orchestration strategies.
One observation kept repeating itself:
Improving the orchestration often produced bigger gains than changing the underlying model.
I'm curious whether others building AI systems are seeing the same pattern.
How much of the next leap comes from better models—and how much comes from better orchestration?
🔗 https://theisaiahchronicles.com
Over the past few months I've been experimenting with a different approach to AI-assisted creation.
Instead of asking one frontier model to do everything, I explored what happens when specialized capabilities are orchestrated into a single production workflow.
The project coordinates drafting, editing, illustration, multilingual translation, narration, publishing outputs, and marketing assets into one end-to-end system.
The first real-world validation is The Isaiah Chronicles, the first release in a planned 10-book series.
Over roughly two months the workflow processed more than 14 billion tokens, with continuous experimentation around evaluation metrics, quality gates, reproducibility, and orchestration strategies.
One observation kept repeating itself:
Improving the orchestration often produced bigger gains than changing the underlying model.
I'm curious whether others building AI systems are seeing the same pattern.
How much of the next leap comes from better models—and how much comes from better orchestration?
🔗 https://theisaiahchronicles.com
