1
Delayed decisions
2
Suboptimal outcomes
3
Millions in lost value
1
Traceable solution evolution
Builds a directed acyclic graph (DAG) of solution chains to track lineage, enabling precise credit assignment and faster convergence on high-value solutions.
2
Adaptive agent orchestration
Dynamically coordinates specialized LLM agents using probabilistic action selection, balancing exploration and exploitation through adaptive priority scoring.
