Understanding very long videos with agents

The analysis of extremely long video sequences, those spanning days or weeks of continuous recording, presents one of the most complex challenges for current artificial intelligence. Traditional systems, even large language models and retrieval-augmented generation techniques, encounter limitations in context window and the ability to reason across multiple hops along an extensive timeline. To overcome these barriers, frameworks based on intelligent agents have emerged that build structured representations of the environment: scene graphs of entities that model people, objects, places, and their dynamic relationships over time. These agents not only index visual and auditory information but also have tools for hybrid search and compositional reasoning, achieving much richer and more coherent contextual understanding. This approach is fundamental for the development of always-on personal assistants, integrated into devices such as smart glasses, which need to interpret the continuous flow of the user's experience. In this context, from Q2BSTUDIO we drive artificial intelligence solutions for businesses, adapting these advanced architectures to real business needs. Our experience in developing custom applications and custom software allows us to design AI agents capable of processing large volumes of multimedia data, integrating AWS and Azure cloud services to ensure scalability and security. Furthermore, we combine these capabilities with business intelligence services and tools such as Power BI to extract meaningful patterns from processed information, and we apply strict cybersecurity policies to protect sensitive data. If your organization seeks to implement longitudinal vision systems or requires custom applications that leverage the potential of intelligent agents, we are prepared to accompany you in every phase of the project.