> ## Documentation Index
> Fetch the complete documentation index at: https://doc.ambientsoul.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Production

# Production Deployment Guide

> 🚧 Draft document — Will be expanded with CI/CD pipelines, infra as code, and monitoring setup.

## Goals

* Deploy Soul Kernel services with high availability
* Provide secure endpoints for sync & analytics
* Scale to thousands of digital twins

## Stack

* Kubernetes (GKE Autopilot)
* Postgres + Qdrant Cloud
* Grafana + Prometheus
* Cloud Build + GitHub Actions

## Steps (Outline)

1. Containerize kernel & sync service
2. Write Helm chart with HPA & resource limits
3. Configure TLS & OAuth proxy
4. Set up Prometheus scraping & Grafana dashboards
5. Enable CI/CD pipeline with blue/green rollout

Stay tuned.