Data & Management
Why I Stopped Being Loyal to a Single AI Model
There is a difference between using AI and working with AI. The former is loyalty by default. The latter is architecture by choice.
The Logbook
Exploration of ideas, essays, and developing notes on technology, sustainability, and design.
Data & Management
GEO, writing so that machines cite you
SEO optimized for Google to find you. GEO optimizes for Claude, ChatGPT, or Perplexity to recommend you when someone asks a question you can answer.
Models and Routing
How I Distribute Work Among Eleven AI Models Without Relying on Any
Operating with a single AI model is convenient until that model fails, censors a task, or charges you three times for reasoning that another does just as well. This resource documents the orchestration architecture I use in production from the Ambalá-Calambeo corridor: eleven models with fixed roles, a failover matrix, and prompting rules that prevent the AI from inventing business rules.
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