Data & Management
Antifragility in technological systems. What Fable 5 demonstrated
Most AI stacks built in 2024 and 2025 were fragile. They didn't know it because the pressure had not yet arrived.
The Logbook
Exploration of ideas, essays, and developing notes on technology, sustainability, and design.
Data & Management
The Fable 5 Episode and What Changed in My Stack
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.
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.
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.
Data & Management Web Automation
Chinese models in real production. Qwen, Mimo, Kimi, DeepSeek, GLM, and MiniMax from Ambala
*In January 2025, DeepSeek's chatbot surpassed ChatGPT as the most downloaded app in the U.S. It was trained for approximately $6 million. GPT-4 cost over $100 million.
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.
ESG and Data Traceability
ESG without greenwashing: why every claim from Iwagé must be traceable to its source sensor
This node explains what is truly required for an ESG report that withstands scrutiny in 2026, why traceability to the original data —not the eloquence of the discourse— is the only thing that distinguishes legitimate sustainability communication from another case of greenwashing
Modeling of Biological Systems
Meliponario Iwagé: the first exercise in modeling a living subsystem
Before investing in or partnering with a meliponiculture project, a direct question: does the financial model being presented to you include real ranges of biological uncertainty, or single figures that assume the colony behaves like a factory? The answer to that distinguishes an honest model from one that has yet to encounter the field.
Data & Management Web Automation
Why I Destroyed My Portfolio to Build a "Living Ecosystem"
A website that only responds when someone attends to it is not an asset — it’s a liability. This node documents why I deleted my previous portfolio and the five operational principles of the Sovereign Hub that replaced it.
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