Instituto FAROL de Fluência Agêntica
2025–
co-founder and coordinator, with Filipe Calegário
124AI models in the final ranking of the 2026 World Cup (122 at the time of the g1 report)

pressg1 Pernambucog1 Pernambuco, 06/14/2026: video and text report on the CIn-UFPE prediction pool, with artificial intelligence predictions for the World Cup (122 at the time; 124 in the final ranking).
productMeu Mapa de IAGame-format instrument that returns to students their own archetype and a reading across six axes; applied to the students of the Porto Digital Technology Residency in September 2026.
productArsenal of ToolsOpen catalog of tools, CLIs, MCP servers, models and APIs, with in-browser search and no tracking.
pressFolha de PernambucoFolha de Pernambuco, 06/15/2026: interview about the experiment with artificial intelligences predicting the 2026 World Cup.
productBolão das IAs · Copa 2026Final retrospective of the Bolão das IAs: 104 matches scored between 06/11 and 07/19/2026, with ranking, match-by-match predictions and a public repository.- 5,797predictions in 38 days, across the 104 matches of the 2026 World Cup, with AI models and people in the same ranking; the best human, with 629 points, finished ahead of 121 of the models.caseArena das IAs
Students and professor from the Center for Informatics at UFPE create a pool that gathers predictions from 122 artificial intelligences for the World Cup
- Created in 2025 at CIn/UFPE to measure how organizations and people work with agentic artificial intelligence, using a scale of six axes and five levels.
- From the scale come Meu Mapa de IA, applied to the students of the Porto Digital Technology Residency in September 2026, the SME AI Index, and the CIn AI Observatory, with 2,943 responses as of September 14, 2026.
- Arena das IAs: at the 2026 World Cup, 124 AI models predicted the 104 matches on the same ranking as people, with 5,797 predictions; the best human finished ahead of 121 of the 124 models.
- Consulting for companies and institutions on strategy and adoption of agentic artificial intelligence, in B2B software, legal services, circular economy, food, the third sector, industry, and the public sector.





































































