SIENTIAPDE-1945: Adopt shared Docker image and Kubernetes deployment strategy.

Removed the local Dockerfile, .dockerignore, and values.yaml, as image building and Kubernetes deployment are now handled by external sientia-module components. Updated README accordingly.

README.md

@@ -73,7 +73,7 @@ An enterprise-grade ML model training orchestration platform built on Temporal.
   - [Usage](#usage)
   - [Command Reference](#command-reference)
 - [Docker](#docker)
-- [Helm Chart](#helm-chart)
+- [Kubernetes Deployment](#kubernetes-deployment)
 
 ## Features
 
@@ -1239,8 +1239,6 @@ sientia-dataops-model-manager/
 ├── .github/workflows/       # CI/CD workflows
 │   ├── quality-gate.yml     # PR quality checks
 │   └── deploy.yml           # Deployment workflow
-├── Dockerfile               # Container image definition
-├── values.yaml              # Helm chart values
 ├── pyproject.toml           # Project configuration
 ├── requirements.txt         # Production dependencies
 ├── requirements-dev.txt     # Development dependencies
@@ -1528,79 +1526,17 @@ act -n
 
 ## Docker
 
-### Create image
+Model Manager runs on the shared **`sientia-module`** image — the application code is cloned from the internal Gitea at runtime, not baked into an image. The image is defined in the [Aignosi/sientia-container-images](https://github.com/Aignosi/sientia-container-images) repository (`templates/sientia-module/`) and published to GCP Artifact Registry (`southamerica-east1-docker.pkg.dev/sientia-dev/sientia/sientia-module`).
 
-```bash
-$ docker build --ssh default --no-cache --progress=plain -t aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0 .
-```
+The legacy repo-specific Dockerfile was removed — no image is built from this repo.
 
-### Create container
+To run locally, use `./run_local.sh` (see [Local Execution](#local-execution)).
 
-```bash
-$ docker run --env-file .env --network="host" --name sientia-dataops-model-manager -d aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0
+## Kubernetes Deployment
 
-$ docker logs -f sientia-dataops-model-manager
-```
+Kubernetes deployment is managed by the [Aignosi/sientia-helm-chart](https://github.com/Aignosi/sientia-helm-chart) umbrella chart (`src/charts-internal/model-manager/`, which wraps the shared `sientia-module` chart) — the local `values.yaml` and the vendored `sientia-module/` chart copy were removed. Worker configuration, Gitea repo/branch, task queues, and sizing are all defined in the umbrella values.
 
-### Login using access token
-
-```bash
-$ docker login -u <username> -p <access-token> aignosi.azurecr.io
-```
-
-### Push image to repository
-
-```bash
-$ docker push aignosi.azurecr.io/sientia-dataops-model-manager:0.0.0
-```
-
-## Helm Chart
-
-### Reference
-
-https://aignosi-wiki.atlassian.net/wiki/spaces/IT1/pages/274563074/Como+utilizar+o+Helm+Repo+Privado
-
-### Add Helm Chart repository
-
-```bash
-$ helm repo add sientia \
-    https://raw.githubusercontent.com/Aignosi/sientia-dataops-helm-repo/refs/heads/main/ \
-    --username $GITHUB_USER \
-    --password $GITHUB_PASS
-
-# Update repository
-$ helm repo update
-
-# List repositories
-$ helm repo list
-
-# List versions of a specific chart
-$ helm search repo sientia --versions
-
-# List all charts available
-$ helm search repo sientia
-
-# List chart details
-$ helm show all sientia/sientia-module
-
-# Download chart to current directory
-$ helm pull sientia/sientia-module --version 0.6.0 --untar
-
-# Remove chart directory
-$ rm -rf sientia-module
-```
-
-### Helm Install
-
-```shell
-$ helm upgrade --install sientia-dataops-model-manager sientia/sientia-module -n sientia --create-namespace -f ./values.yaml --version 0.6.0
-```
-
-### Uninstall Helm Chart
-
-```shell
-$ helm uninstall sientia-dataops-model-manager -n sientia
-```
+The standalone `sientia-module` chart still lives in [sientia-dataops-helm-repo](https://github.com/Aignosi/sientia-dataops-helm-repo) for the legacy deploy flow (temporarily broken until the CI/CD redesign).
 
 ---