Local development¶

Typical local setup: infrastructure (database, Redis, cache, object storage) in containers, services as native processes for fast iteration. Exact commands, scripts, ports, and env vars are maintained only in the Astra repository — not duplicated here.

Expectations¶

• You need compatible Go, container runtime, and provider keys if you call external LLMs.
• Migrations must be applied before services start.
• A validation or health checklist exists in-repo after changes.

Dashboard¶

An operator dashboard is available in local setups when the gateway is running; URL and credentials are deployment-specific (see PRD / repo docs).