Vast.ai Serverless Endpoint Rollout

Overview

Replace ad hoc multi-instance orchestration with the provider Serverless control plane. Prove a template independently, establish worker and queue bounds from load evidence, then let the workergroup perform a graceful rolling update.

Prerequisites

• Latency, error-rate, queue-time, concurrency, and cost objectives
• Immutable model/template candidate and a separate canary endpoint
• Initial, minimum, maximum, cold-worker, and inactivity policy

Instructions

Step 1: Prove the candidate template

Launch the new model or environment on a non-production endpoint and verify load, readiness, response schema, and representative outputs.

Step 2: Define scaling bounds