Planning Under Uncertainty

What it does

This skill enables AI agents to generate plans that account for and adapt to uncertainty. It allows the agent to consider multiple possible future states and create strategies that are robust across a range of outcomes, rather than relying on a single predicted scenario. The skill facilitates creating contingency plans and evaluating potential risks associated with different actions.

When to use it

• Project Management: Planning a complex project where unforeseen delays or resource constraints are likely.
• Supply Chain Optimization: Developing strategies for sourcing materials when lead times or supplier reliability are uncertain.
• Financial Forecasting: Creating investment plans that consider various economic scenarios and potential market fluctuations.
• Disaster Response: Formulating response protocols that can adapt to evolving conditions and unexpected events.

Key capabilities

• Generation of multiple possible future states.
• Creation of contingency plans for uncertain outcomes.
• Risk assessment associated with different actions.
• Robust plan generation across a range of scenarios.

Example prompts

• "Create a project plan for launching a new product, considering potential delays in manufacturing and marketing."
• "Develop a supply chain strategy for sourcing components, accounting for possible disruptions from geopolitical events."
• “What are the different outcomes if I invest 10% of my portfolio in cryptocurrency?”

Tips & gotchas

The quality of the plans generated depends on the accuracy of the initial information provided about potential uncertainties. Be as specific as possible when describing possible future states and their likelihoods to improve plan effectiveness.