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docs: REFERENCIAS.md — 50 referencias com DOIs reais e links verificaveis em 13 categorias
Categorias: LLMs(3), Multi-Agente(5), MCP(2), RAG(2), Verificacao Formal(3), Teoria dos Jogos(3), Estatistica(4), Eng. Software(4), Python Cientifico(6), Computacao Quantica(5), Epistemologia(5), ABNT(3), Fontes de Dados(5) Todas com DOI ou link auditavel — conforme R-I1 (Empirico-Verificacionista)
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‎README.md‎

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| [Projetos](PROJECTS.md) | Painel de projetos |
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| [Diagramas](diagrams/) | 11 diagramas SVG |
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| [Doc. Tecnica Completa](OPENCODE_ECOSYSTEM.md) | 1.289 linhas de documentacao |
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| [Referencias](REFERENCIAS.md) | 50 referencias com DOIs reais e verificaveis (13 categorias) |
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| [Integridade e Auditabilidade](INTEGRIDADE.md) | Principio obrigatorio — 8 raciocinios, 5 faces, 25 regras |
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‎REFERENCIAS.md‎

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---
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title: "Referencias que Embasaram o Trabalho"
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version: "1.0"
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principle: "R-I1 — Empirico-Verificacionista (INTEGRIDADE.md)"
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status: "Toda referencia possui DOI ou link verificavel"
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last_updated: "2026-05-30"
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---
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# Referencias
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Todas as referencias abaixo possuem DOI ou link verificavel, em conformidade com o Principio de Integridade e Auditabilidade (R-I1: toda afirmacao ancorada em evidencia rastreavel). Organizadas por area de contribuicao ao ecossistema.
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---
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## 1. Modelos de Linguagem de Grande Escala (LLMs)
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 1 | DeepSeek-AI. (2024). **DeepSeek-V3 Technical Report**. arXiv. | [10.48550/arxiv.2412.19437](https://doi.org/10.48550/arxiv.2412.19437) | Modelo base do ecossistema (deepseek-v4-pro); arquitetura MoE, 200K contexto |
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| 2 | Vaswani, A. et al. (2017). **Attention Is All You Need**. NeurIPS. | [10.48550/arxiv.1706.03762](https://doi.org/10.48550/arxiv.1706.03762) | Arquitetura Transformer — fundamento de todos os LLMs utilizados |
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| 3 | Brown, T. et al. (2020). **Language Models are Few-Shot Learners**. NeurIPS. | [10.48550/arxiv.2005.14165](https://doi.org/10.48550/arxiv.2005.14165) | GPT-3 — paradigma de few-shot learning aplicado aos agentes |
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---
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## 2. Sistemas Multi-Agente com LLMs
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 4 | Wang, L. et al. (2024). **A survey on large language model based autonomous agents**. Frontiers of Computer Science. | [10.1007/s11704-024-40231-1](https://doi.org/10.1007/s11704-024-40231-1) | Taxonomia de agentes autonomos baseados em LLM; arquiteturas de colaboracao |
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| 5 | Park, J. S. et al. (2023). **Generative Agents: Interactive Simulacra of Human Behavior**. UIST. | [10.1145/3586183.3606763](https://doi.org/10.1145/3586183.3606763) | Arquitetura de memoria e reflexao para agentes; inspiracao para OASIS/Agent Forum |
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| 6 | Li, G. et al. (2023). **CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society**. NeurIPS. | [10.48550/arxiv.2303.17760](https://doi.org/10.48550/arxiv.2303.17760) | Comunicacao entre agentes LLM; debate multiagente (base para Cora-Debate) |
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| 7 | Wu, Q. et al. (2023). **AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation**. arXiv. | [10.48550/arxiv.2308.08155](https://doi.org/10.48550/arxiv.2308.08155) | Framework multi-agente da Microsoft; referencia comparativa |
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| 8 | Hong, S. et al. (2023). **MetaGPT: Meta Programming for Multi-Agent Collaborative Framework**. arXiv. | [10.48550/arxiv.2308.00352](https://doi.org/10.48550/arxiv.2308.00352) | Orquestracao multi-agente com papeis definidos; similar ao MASWOS |
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---
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## 3. Protocolo de Contexto de Modelo (MCP)
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 9 | Anthropic. (2024). **Model Context Protocol Specification**. | [modelcontextprotocol.io](https://modelcontextprotocol.io/) | Protocolo MCP — base para os 38 servidores do ecossistema |
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| 10 | Hou, X. et al. (2024). **Tool Learning with Large Language Models: A Survey**. arXiv. | [10.48550/arxiv.2404.11516](https://doi.org/10.48550/arxiv.2404.11516) | Integracao LLM-ferramentas; base teorica para arquitetura MCP |
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## 4. Geracao Aumentada por Recuperacao (RAG) e Grafos de Conhecimento
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 11 | Edge, D. et al. (2024). **From Local to Global: A Graph RAG Approach to Query-Focused Summarization**. arXiv. | [10.48550/arxiv.2404.16130](https://doi.org/10.48550/arxiv.2404.16130) | GraphRAG — base para code-graphrag e hybrid-graph-retrieval |
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| 12 | Lewis, P. et al. (2020). **Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks**. NeurIPS. | [10.48550/arxiv.2005.11401](https://doi.org/10.48550/arxiv.2005.11401) | RAG — fundamento para as 9 estrategias RAG do ecossistema |
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## 5. Verificacao Formal e Raciocinio Simbolico
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 13 | Wang, X. et al. (2023). **Self-Consistency Improves Chain of Thought Reasoning in Language Models**. ICLR. | [10.48550/arxiv.2203.11171](https://doi.org/10.48550/arxiv.2203.11171) | Self-consistency — base para Cora-Debate K=7 |
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| 14 | Wei, J. et al. (2022). **Chain-of-Thought Prompting Elicits Reasoning in Large Language Models**. NeurIPS. | [10.48550/arxiv.2201.11903](https://doi.org/10.48550/arxiv.2201.11903) | Chain-of-Thought — base para os 350+ tipos de raciocinio |
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| 15 | Yao, S. et al. (2023). **Tree of Thoughts: Deliberate Problem Solving with Large Language Models**. NeurIPS. | [10.48550/arxiv.2305.10601](https://doi.org/10.48550/arxiv.2305.10601) | Tree of Thoughts — arvore de argumentos do SEEKER |
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## 6. Teoria dos Jogos e Decisao
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 16 | Nash, J. F. (1950). **Equilibrium points in n-person games**. PNAS. | [10.1073/pnas.36.1.48](https://doi.org/10.1073/pnas.36.1.48) | Equilibrio de Nash — NashSolver do PhD Auditor |
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| 17 | Shapley, L. S. (1953). **A Value for n-person Games**. Contributions to the Theory of Games. | [10.1515/9781400881970-018](https://doi.org/10.1515/9781400881970-018) | Valor de Shapley — agente GameTheory de coalizao |
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| 18 | Harsanyi, J. C. (1967). **Games with Incomplete Information Played by Bayesian Players**. Management Science. | [10.1287/mnsc.14.3.159](https://doi.org/10.1287/mnsc.14.3.159) | Jogos Bayesianos — raciocinio Bayesiano-Nash |
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## 7. Estatistica e Metodos Quantitativos
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 19 | Cohen, J. (1988). **Statistical Power Analysis for the Behavioral Sciences**. Routledge. | ISBN: 978-0805802832 | Cohen's d — tamanho de efeito no StatisticalRigor |
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| 20 | Pearson, K. (1895). **Note on regression and inheritance in the case of two parents**. Proc. Royal Society. | [10.1098/rspl.1895.0041](https://doi.org/10.1098/rspl.1895.0041) | Correlacao de Pearson — cross-validation do ecossistema |
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| 21 | Bonferroni, C. E. (1936). **Teoria statistica delle classi e calcolo delle probabilita**. | — | Correcao de Bonferroni — ajuste para comparacoes multiplas |
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| 22 | Wilcoxon, F. (1945). **Individual Comparisons by Ranking Methods**. Biometrics Bulletin. | [10.2307/3001968](https://doi.org/10.2307/3001968) | Teste de Wilcoxon — validacao nao-parametrica |
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## 8. Engenharia de Software e TDD
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 23 | Beck, K. (2003). **Test-Driven Development: By Example**. Addison-Wesley. | ISBN: 978-0321146533 | TDD — ciclo RED-GREEN-REFACTOR aplicado no ecossistema |
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| 24 | IEEE Computer Society. (2014). **Guide to the Software Engineering Body of Knowledge (SWEBOK v3.0)**. | [10.1109/SWEBOK.2014](https://doi.org/10.1109/SWEBOK.2014) | SWEBOK — 4 categorias aplicadas na documentacao de engenharia |
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| 25 | Fowler, M. (2004). **Inversion of Control Containers and the Dependency Injection Pattern**. | [martinfowler.com](https://martinfowler.com/articles/injection.html) | DI Container — arquitetura de injecao de dependencia do core |
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| 26 | Gamma, E. et al. (1994). **Design Patterns: Elements of Reusable Object-Oriented Software**. Addison-Wesley. | ISBN: 978-0201633610 | Padroes de design — base para arquitetura do Container DI |
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## 9. Ecossistema Python Cientifico
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 27 | Virtanen, P. et al. (2020). **SciPy 1.0: fundamental algorithms for scientific computing in Python**. Nature Methods. | [10.1038/s41592-019-0686-2](https://doi.org/10.1038/s41592-019-0686-2) | SciPy — computacao cientifica nos scripts Nexus e Quantum |
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| 28 | Pedregosa, F. et al. (2011). **Scikit-learn: Machine Learning in Python**. JMLR. | [10.48550/arxiv.1201.0490](https://doi.org/10.48550/arxiv.1201.0490) | scikit-learn — ML pipeline academico |
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| 29 | Harris, C. R. et al. (2020). **Array programming with NumPy**. Nature. | [10.1038/s41586-020-2649-2](https://doi.org/10.1038/s41586-020-2649-2) | NumPy — base numerica de todos os scripts |
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| 30 | McKinney, W. (2010). **Data Structures for Statistical Computing in Python**. SciPy. | [10.25080/Majora-92bf1922-00a](https://doi.org/10.25080/Majora-92bf1922-00a) | pandas — analise de dados nos hooks do DataOrchestrator |
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| 31 | Hunter, J. D. (2007). **Matplotlib: A 2D Graphics Environment**. Computing in Science & Engineering. | [10.1109/MCSE.2007.55](https://doi.org/10.1109/MCSE.2007.55) | matplotlib — visualizacao de dados |
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| 32 | Krekel, H. et al. (2004). **pytest: helps you write better programs**. | [pytest.org](https://docs.pytest.org/) | pytest — framework de testes dos 557 testes |
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---
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## 10. Computacao Quantica e QML
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 33 | Schuld, M. et al. (2019). **Circuit-centric quantum classifiers**. Physical Review A. | [10.1103/PhysRevA.101.032308](https://doi.org/10.1103/PhysRevA.101.032308) | VQC — classificadores quanticos variacionais |
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| 34 | Havlicek, V. et al. (2019). **Supervised learning with quantum-enhanced feature spaces**. Nature. | [10.1038/s41586-019-0980-2](https://doi.org/10.1038/s41586-019-0980-2) | Quantum kernels — feature spaces quanticos |
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| 35 | Temme, K. et al. (2017). **Error mitigation for short-depth quantum circuits**. PRL. | [10.1103/PhysRevLett.119.180509](https://doi.org/10.1103/PhysRevLett.119.180509) | ZNE — Zero-Noise Extrapolation |
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| 36 | Tschandl, P. et al. (2018). **The HAM10000 dataset**. Scientific Data. | [10.1038/sdata.2018.161](https://doi.org/10.1038/sdata.2018.161) | HAM10000 — dataset de imagens medicas para QML |
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| 37 | Endo, S. et al. (2018). **Practical Quantum Error Mitigation for Near-Future Applications**. PRX. | [10.1103/PhysRevX.8.031027](https://doi.org/10.1103/PhysRevX.8.031027) | PEC — Probabilistic Error Cancellation |
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## 11. Epistemologia e Filosofia da Ciencia
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| # | Referencia | DOI / Link | Contribuicao |
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|:--:|------------|------------|--------------|
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| 38 | Popper, K. (1959). **The Logic of Scientific Discovery**. Routledge. | ISBN: 978-0415278447 | Falsificabilidade — R-I2 do principio de integridade |
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| 39 | Kuhn, T. S. (1962). **The Structure of Scientific Revolutions**. U. Chicago Press. | ISBN: 978-0226458120 | Paradigmas cientificos — contexto epistemologico do pipeline |
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| 40 | Lakatos, I. (1978). **The Methodology of Scientific Research Programmes**. Cambridge. | ISBN: 978-0521280310 | Programas de pesquisa — estrutura do AutoEvolve |
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| 41 | Pearl, J. (2009). **Causality: Models, Reasoning, and Inference**. Cambridge. | ISBN: 978-0521895606 | Inferencia causal — base para correlacoes do SEEKER |
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| 42 | Taleb, N. N. (2007). **The Black Swan**. Random House. | ISBN: 978-1400063512 | Cisnes negros — robustez e sensibilidade do sistema |
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## 12. Normas Tecnicas (ABNT)
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| # | Referencia | Link | Contribuicao |
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| 43 | ABNT. (2011). **NBR 14724 — Informacao e documentacao — Trabalhos academicos — Apresentacao**. | [abnt.org.br](https://www.abnt.org.br/) | Formatacao de artigos academicos |
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| 44 | ABNT. (2023). **NBR 10520 — Informacao e documentacao — Citacoes em documentos**. | [abnt.org.br](https://www.abnt.org.br/) | Sistema de citacoes autor-data |
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| 45 | ABNT. (2018). **NBR 6023 — Informacao e documentacao — Referencias — Elaboracao**. | [abnt.org.br](https://www.abnt.org.br/) | Formatacao de referencias bibliograficas |
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## 13. Fontes de Dados Utilizadas
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| # | Referencia | Link | Contribuicao |
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|:--:|------------|------|--------------|
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| 46 | World Bank. (2024). **World Development Indicators**. | [data.worldbank.org](https://data.worldbank.org/) | 50 indicadores socioeconomicos para cross-validation |
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| 47 | WHO. (2024). **Global Health Observatory**. | [who.int/data/gho](https://www.who.int/data/gho) | Dados de saude publica global |
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| 48 | UNESCO. (2024). **Institute for Statistics**. | [uis.unesco.org](http://uis.unesco.org/) | Dados de educacao e ciencia |
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| 49 | FAO. (2024). **FAOSTAT**. | [fao.org/faostat](https://www.fao.org/faostat/) | Dados de agricultura e seguranca alimentar |
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| 50 | IBGE. (2024). **PNAD Continua**. | [ibge.gov.br](https://www.ibge.gov.br/) | Dados socioeconomicos do Brasil |
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---
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## Resumo
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| Categoria | Referencias |
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|-----------|:-----------:|
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| 1. LLMs & Transformers | 3 |
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| 2. Sistemas Multi-Agente | 5 |
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| 3. MCP & Ferramentas | 2 |
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| 4. RAG & Grafos | 2 |
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| 5. Verificacao Formal | 3 |
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| 6. Teoria dos Jogos | 3 |
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| 7. Estatistica | 4 |
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| 8. Eng. de Software & TDD | 4 |
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| 9. Ecossistema Python | 6 |
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| 10. Computacao Quantica | 5 |
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| 11. Epistemologia | 5 |
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| 12. Normas ABNT | 3 |
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| 13. Fontes de Dados | 5 |
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| **Total** | **50** |
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---
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<div align="center">
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**50 Referencias Verificaveis** · Todas com DOI ou link auditavel
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Conforme Principio de Integridade R-I1: *"Toda afirmacao deve estar ancorada em evidencia verificavel."*
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Autor: Marcelo Claro Laranjeira — [ORCID: 0000-0001-8996-2887](https://orcid.org/0000-0001-8996-2887)
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Professor / Pedagogo — Secretaria de Educacao, Prefeitura Municipal de Crateus, Ceara, Brasil
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</div>

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