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Exploration of ideas, essays, and developing notes on technology, sustainability, and design.
A direct question: can your website answer the five most frequently asked questions you receive via WhatsApp at 10 PM on a Tuesday?
Most AI stacks built in 2024 and 2025 were fragile. They didn't know it because the pressure had not yet arrived.
A well-designed stack does not collapse when a provider fails. What Fable 5 demonstrated was not a failure of Anthropic — it was an architectural failure in all stacks that depended on a single point of jurisdictional failure.
There is a difference between using AI and working with AI. The former is loyalty by default. The latter is architecture by choice.
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.
*Self-hosted does not mean isolated. It means that when something fails, the failure is yours — and that is exactly what you want.
If any of these notes resonated with you or you'd like to collaborate on an idea, let's talk.
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