Why it matters

Replicate is developer-friendly ML host. Understanding shapes options.

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The architecture

REST + Python API.

Cog packaging for custom.

Community models catalog.

Replicate stackREST + Pythonsimple APICog packagingcustom modelsCommunity modelswide catalogreplicate.com; developer + prosumer focus; broad ML + LLM + media
Replicate.
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How it works end to end

Cog: docker-based model packaging.

Per-second billing.

Webhook + async.