In complex contexts, the best approach is to Probe - Sense - Respond. Which activity aligns with this approach?

• A. Conduct experiments to inform future decisions
• B. Rely on a fixed plan and timing
• C. Lock requirements and avoid changes
• D. Accelerate implementation without feedback

Answer: (A)

In complex contexts, learning happens fastest by running experiments, sensing the results, and adapting your course of action accordingly. Conducting experiments to inform future decisions embodies this approach because you test assumptions in small, controlled ways, gather real feedback, and use that information to shape upcoming work and priorities. This creates a feedback loop that reduces uncertainty and guides the product direction based on what actually works with real users.

Relying on a fixed plan and timing assumes the future is predictable, which isn’t the case in complex environments. Locking requirements and avoiding changes blocks the learning that comes from feedback. Accelerating implementation without feedback skips the critical step of validating ideas and can magnify wrong assumptions.