agent-first-run-test

Zero-shot Android automation lets you explore unfamiliar apps by driving an agent through an observe-decide-act loop without prewritten scripts. You inspect the live UI, select stable matchers, execute actions, and re-observe to progress through the interface automatically.

Zero-shot app exploration is the process of automating an Android interface without prior knowledge of its flows. You need it for blind installs or first-run scenarios where no prewritten skill exists, allowing the agent to document interactions and surface reusable findings.

You document an unfamiliar app flow by running a zero-shot exploration session that logs the observe-decide-act loop. The agent automatically snapshots the UI, selects matchers, records actions, and generates structured markdown artifacts capturing execution logs and findings.

Yes, zero-shot exploration generates a skill-draft.md artifact from a blind install. By documenting the observe-decide-act loop and recovery steps during the session, you surface reusable workflows that can be turned into new permanent automation skills.

Yes, zero-shot Android automation works with no dependencies. It is designed for scenarios where no prewritten skill exists, relying on the agent to inspect the live UI, select stable matchers, and execute single actions to navigate unfamiliar app flows independently.

Zero-shot exploration relies on selecting stable matchers from a live UI without prior knowledge, which can be fragile for highly dynamic or obfuscated interfaces. It is best suited for documenting unfamiliar flows rather than running high-stakes, repeatable regression tests.