09/23/2026 · essay
What 124 artificial intelligences got wrong about the World Cup
“The machines' consensus had Brazil as champion, and Brazil went out in the round of 16 to Norway.”
Writing

IA agêntica is the foundational text; Transformação de empresas com IA, IA e educação and Criar programas com IA extend the argument to organizations, the classroom and software teams. The essay on the 2026 World Cup describes an entire experiment, from design to results.
01 · Writings
09/23/2026 · essay
“The machines' consensus had Brazil as champion, and Brazil went out in the round of 16 to Norway.”
23/09/2026
“Talking to the AI is generative use; telling the AI to execute is agentic use, and the distinction separates the minimum vocabulary from the vocabulary of those who already work this way.”
23/09/2026
“The position starts from two observations: prohibition does not work, and automatic detection is not a usable criterion.”
23/09/2026
“Producing code stops being the bottleneck; specifying precisely what is wanted, verifying what the agent returned, and answering for what was delivered become the bottleneck.”
23/09/2026
“The first useful question is not which tool to adopt, but where we stand.”
02 · Texts
02/14/2025 · CESAR
Conversation with Eduardo Peixoto, the institute's CEO, on the future of talent, education, and risk management in the face of AI.
Photo: Algomais
07/16/2024 · ActuIA
With Jean-Pierre Briot, for the French audience, in the dossier of issue no. 16.
Image: ActuIA
07/11/2024 · ActuIA
Interview with Fabio Cozman and Giordano Cabral, part of the dossier of issue no. 16. hal-05177748.
Image: ActuIA
04/13/2024 · HAL
With Jean-Pierre Briot and Fabio Cozman: an outreach text, in French and English.
Page 1 of the text on HAL
12/31/2023 · LinkedIn
Eleven articles, one per day until 01/11/2024, in Portuguese and English: generative AI, Stanford and Silicon Valley, CESAR in Europe, the Nantes–Recife cooperation, the companies he founded and Embarque Digital.
Cover of the series on LinkedIn
12/15/2023 · Grit Daily
On machine autonomy: argues for using AI for what humans cannot do, rather than to surpass them at what they already do.
Image: Grit Daily, via Shutterstock
07/08/2020 · CESAR
Signed as vice president of the Board: innovation as a change in the behavior of market agents; the pandemic removed the obstacle to behaviors that already existed.
Image: CESAR
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