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2 posts tagged with "getting-started"

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Streaming, Structured Outputs, Observability, and Local Models

Streaming, Structured Outputs, Observability, and Local Models

· 5 min read
Correction, 2026-08-28

This post was published against 1.0.0 and referred to the gateway image as ghcr.io/dvarahq/dvara/dvara-llm-gateway. The package was renamed to ghcr.io/dvarahq/dvara-gateway in 1.7.0, so the original command no longer pulls anything. The commands below have been updated to the current image and tag; the rest of the post is unchanged.

In the previous post, you got DVARA running and sent requests to multiple providers through a single OpenAI SDK client. This post covers the next layer of governance platform capabilities — LLM streaming, structured JSON outputs, Prometheus observability, and local development with Ollama.

Run Your First Governed LLM Call with the OpenAI SDK

Run Your First Governed LLM Call with the OpenAI SDK

· 7 min read
Correction, 2026-08-28

This post was published against 1.0.0 and referred to the gateway image as ghcr.io/dvarahq/dvara/dvara-llm-gateway. The package was renamed to ghcr.io/dvarahq/dvara-gateway in 1.7.0, so the original command no longer pulls anything. The commands below have been updated to the current image and tag; the rest of the post is unchanged.

DVARA is an AI governance platform. Its LLM Gateway accepts the OpenAI API shape, so an existing SDK can use DVARA by changing the base URL. Your application keeps the same client while model requests gain policy, PII checks, budgets, audit, routing, and operational evidence.