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Interactive learning lab
Build with AI · guide 1 of 9

The vibe-coding feature forge

Build lab · BriefingScene 1 / 5

The loop is the skill

Describe, generate, inspect, test and refine one bounded feature.

The loop is the skill ready.

Predict
Inspect
Verify

Vibe coding is useful when feedback is cheap and visible. The failure mode is accepting a plausible preview without defining empty states, data boundaries or tests. A good loop makes those behaviours explicit before the feature grows.

Build one observable slice.
Treat previews as hypotheses.
Use tests to close the loop.