Local artificial intelligence
My experience in ai and automation combines technical understanding, operational discipline and attention to real business needs. This area covers Ollama, Open WebUI, SearXNG, GPU NVIDIA, Modèles locaux, RAG, API, Agents, Docker, PowerShell, Bash, Automatisation. Local artificial intelligence requires documented choices, controlled access, regular monitoring and a practical approach to troubleshooting. I consider dependencies, user experience, performance, security and continuity before recommending a technical direction. This method reduces unnecessary complexity, identifies risks early and makes future changes easier. It also supports clear communication with users, providers and decision-makers. Technologies are tools rather than goals: their value depends on architecture, configuration, documentation and the ability to operate them reliably. My professional experience between France and Brazil has strengthened this broad perspective and my ability to adapt to different organisations and constraints.
Augmented search
My experience in ai and automation combines technical understanding, operational discipline and attention to real business needs. This area covers Ollama, Open WebUI, SearXNG, GPU NVIDIA, Modèles locaux, RAG, API, Agents, Docker, PowerShell, Bash, Automatisation. Augmented search requires documented choices, controlled access, regular monitoring and a practical approach to troubleshooting. I consider dependencies, user experience, performance, security and continuity before recommending a technical direction. This method reduces unnecessary complexity, identifies risks early and makes future changes easier. It also supports clear communication with users, providers and decision-makers. Technologies are tools rather than goals: their value depends on architecture, configuration, documentation and the ability to operate them reliably. My professional experience between France and Brazil has strengthened this broad perspective and my ability to adapt to different organisations and constraints.
Automation and agents
My experience in ai and automation combines technical understanding, operational discipline and attention to real business needs. This area covers Ollama, Open WebUI, SearXNG, GPU NVIDIA, Modèles locaux, RAG, API, Agents, Docker, PowerShell, Bash, Automatisation. Automation and agents requires documented choices, controlled access, regular monitoring and a practical approach to troubleshooting. I consider dependencies, user experience, performance, security and continuity before recommending a technical direction. This method reduces unnecessary complexity, identifies risks early and makes future changes easier. It also supports clear communication with users, providers and decision-makers. Technologies are tools rather than goals: their value depends on architecture, configuration, documentation and the ability to operate them reliably. My professional experience between France and Brazil has strengthened this broad perspective and my ability to adapt to different organisations and constraints.
Secure and responsible uses
My experience in ai and automation combines technical understanding, operational discipline and attention to real business needs. This area covers Ollama, Open WebUI, SearXNG, GPU NVIDIA, Modèles locaux, RAG, API, Agents, Docker, PowerShell, Bash, Automatisation. Secure and responsible uses requires documented choices, controlled access, regular monitoring and a practical approach to troubleshooting. I consider dependencies, user experience, performance, security and continuity before recommending a technical direction. This method reduces unnecessary complexity, identifies risks early and makes future changes easier. It also supports clear communication with users, providers and decision-makers. Technologies are tools rather than goals: their value depends on architecture, configuration, documentation and the ability to operate them reliably. My professional experience between France and Brazil has strengthened this broad perspective and my ability to adapt to different organisations and constraints.