RobotWare.AI is an innovative AgTech pioneer fundamentally transforming the fragile, labor-intensive global poultry industry into a resilient, fully autonomous ecosystem. Our mission is to resolve the catastrophic polycrisis of severe rural labor shortages and the persistent endemic threat of infectious diseases through our world’s first edge-native Physical AI platform, "Robotinside." Unlike traditional passive smart farms limited to basic environmental sensing, RobotWare.AI delivers an overarching active operating system. Our 24/7 autonomous sentinel cohabitates with the flock, representing the ultimate realization of Physical AI. By flawlessly fusing a strategic intelligence "Brain" with an agile robotic "Body," the platform executes complex, hazardous physical interventions autonomously. It eliminates the need for human workers in toxic environments, achieving a 95% success rate in retrieving bio-hazardous objects within 120,000-bird commercial testbeds. Powered by zero-latency on-device edge computing, this Physical AI platform continuously maps its interaction radius via RGB-D sensors to calculate the Dynamic Vitality Index (DVI), while acoustic edge AI tracks the Cough Detection Index (CDI). This multi-modal data fusion proactively predicts illnesses before clinical outbreaks, preventing devastating flock culls and actively combating global antimicrobial resistance (AMR). Furthermore, RobotWare.AI completely democratizes farm management. By integrating an advanced Large Language Model (LLM) conversational agent, we replace complex analytical dashboards with intuitive, natural-language dialogue. We demand zero physical strength or specialized veterinary expertise, empowering marginalized demographics to independently manage highly profitable farms. RobotWare.AI is not just building robots; we are establishing a sustainable Digital Public Infrastructure (DPI) to guarantee global food security, animal welfare, and ultimate liberation from agricultural labor.