HAAS Framework for Adaptive Human-AI Task Allocation

A new framework called Human-AI Adaptive Symbiosis (HAAS) addresses the challenge of distributing work between humans and AI systems in organizational design. Unlike binary approaches, HAAS allows for shared and complementary roles based on context, fatigue, and stakes. The framework combines a rule-based expert system for governance constraints and a contextual-bandit learner that selects collaboration modes from outcome feedback. Task-agent fit is evaluated through five cognitive dimensions and a five-mode autonomy spectrum, ranging from human-only to fully autonomous. The framework is implemented for software engineering and manufacturing.