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Integrations/2026-06-16Advanced

When a Cloud Nightly Batch Drifts From Yesterday's Result — An Input Contract and Snapshot Design for Reproducibility

When you push a batch to a cloud ephemeral worker via the Managed Agents API, the environment assumptions you took for granted locally vanish. Here is a three-layer design — environment snapshot, input contract, seed pinning — that keeps the same input producing the same result.

Agents/2026-03-14Intermediate

Antigravity Remote Agents Guide — Run AI Agents in the Cloud

Run Antigravity AI agents on remote servers and cloud VMs via SSH. Execute large-scale tasks without consuming local resources.