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Does 10,000 parallel jobs mean 10,000 EC2 instances?

No. Jobs are queued and workers scale with demand.

Are customers charged before a job starts?

Submit returns an estimate, but final debit is based on runtime at settlement.

Why do I see small debits like 0.02?

At $2.99/GPU-hour and 1 credit = $1, short jobs can settle in cents.

Where are artifacts stored?

Production artifacts are stored in S3 and downloaded through presigned URLs.

Is access tenant-isolated?

Yes. Job and artifact access is customer-scoped.