Branching, Sandboxes, and Safe Experiments
Include decision points: beginner-friendly defaults or advanced detours. Label branches with outcomes so learners choose confidently. Our A/B test showed a branching checkpoint reduced drop-off by offering a quick-win path alongside a deeper dive.
Branching, Sandboxes, and Safe Experiments
Provide embeddable editors, mock APIs, or dataset snapshots. Make the reset button forgiving; make the run button instant. When learners experiment without fear, they discover patterns faster. Tell us which sandbox tools you trust and why.
