diff --git a/README.md b/README.md
index 732c77f..4afa2b3 100644
--- a/README.md
+++ b/README.md
@@ -7,16 +7,16 @@
 
 ## Easily deploy GPU models as serverless APIs
 
-- Deploy a template from the registry
+- Deploy a template
 
 ```bash
-kuda deploy -f cyrildiagne/nvidiasmi-http
+$ kuda deploy -f https://raw.githubusercontent.com/cyrildiagne/kuda/releases/v0.4.0/example-hello-gpu-flask.yaml
 ```
 
 - Call it!
 
 ```bash
-$ curl -H 'x-api-key: $your_key' https://nvidiasmi.$your_namespace.example.com
+$ curl -H 'x-api-key: $your_key' https://nvidiasmi.default.$your_domain
 ```
 
 ```
@@ -28,8 +28,8 @@ Hello GPU!
 | GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
 | Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
 |===============================+======================+======================|
-|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |
-| N/A   37C    P8    27W / 149W |      0MiB / 11441MiB |      0%      Default |
+|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |
+| N/A   37C    P8    10W /  70W |      0MiB / 15079MiB |      0%      Default |
 +-------------------------------+----------------------+----------------------+
 
 +-----------------------------------------------------------------------------+
@@ -70,11 +70,14 @@ Checkout the full list of templates available in [the registry](#).
 
 ## Serverless GPU inference
 
-Kuda builds on [Knative](#) to allocate cloud GPUs only when there is traffic to your app.
+Kuda builds on [Knative](#) to allocate cloud GPUs only when there is traffic
+to your app.
 
-This is ideal when you want to share ML projects online without keeping expensive GPUs allocated all the time.
+This is ideal when you want to share ML projects online without keeping
+expensive GPUs allocated all the time.
 
-It tries to reduce cold starts time (gpu nodes allocation and service instanciation) as much possible and to tries manage cooldown times intelligently.
+It tries to reduce cold starts time (gpu nodes allocation and service instanciation)
+as much possible and to tries manage cooldown times intelligently.
 
 ## Turn any model into a serverless API
 
diff --git a/cmd/cli/generate.go b/cmd/cli/generate.go
new file mode 100644
index 0000000..3235190
--- /dev/null
+++ b/cmd/cli/generate.go
@@ -0,0 +1,96 @@
+package main
+
+import (
+	"fmt"
+	"os"
+	"path/filepath"
+
+	"github.com/cyrildiagne/kuda/pkg/api"
+	"github.com/cyrildiagne/kuda/pkg/config"
+	"github.com/cyrildiagne/kuda/pkg/utils"
+	"github.com/spf13/cobra"
+	yaml "gopkg.in/yaml.v2"
+
+	skaffoldv1 "github.com/GoogleContainerTools/skaffold/pkg/skaffold/schema/v1"
+)
+
+// generateCmd represents the `kuda deploy` command.
+var generateCmd = &cobra.Command{
+	Use:   "generate",
+	Short: "Generate the deployment files locally.",
+	Run: func(cmd *cobra.Command, args []string) {
+		registry, err := cmd.Flags().GetString("registry")
+		if err != nil {
+			panic(err)
+		}
+
+		folder, _ := cmd.Flags().GetString("to")
+		if err := generate(folder, registry); err != nil {
+			panic(err)
+		}
+	},
+}
+
+func init() {
+	RootCmd.AddCommand(generateCmd)
+	generateCmd.Flags().StringP("registry", "r", "", "Registry where the image is pushed (Eg: gcr.io/kuda-project).")
+	generateCmd.MarkFlagRequired("registry")
+	generateCmd.Flags().StringP("to", "t", ".kuda", "Destination folder (default: .kuda)")
+}
+
+func generate(folder string, registry string) error {
+	// Load the manifest.
+	manifestFile := "./kuda.yaml"
+	manifest, err := utils.LoadManifest(manifestFile)
+	if err != nil {
+		fmt.Println("Could not load manifest", manifestFile)
+		return err
+	}
+
+	// Make sure output folder exists.
+	if _, err := os.Stat(folder); os.IsNotExist(err) {
+		os.Mkdir(folder, 0700)
+	}
+
+	// Generate the files.
+	im := api.ImageName{
+		Author: cfg.Namespace,
+		Name:   manifest.Name,
+	}
+
+	buildType := &skaffoldv1.BuildType{
+		LocalBuild: &skaffoldv1.LocalBuild{},
+	}
+
+	// Generate Skaffold & Knative config files.
+	service := config.ServiceSummary{
+		Name:           manifest.Name,
+		Namespace:      cfg.Namespace,
+		DockerArtifact: registry + "/" + im.GetID(),
+		BuildType:      buildType,
+	}
+
+	// Add a release version of the manifest.
+	manifest.Release = service.DockerArtifact
+	manifYAML, err := yaml.Marshal(manifest)
+	if err != nil {
+		return err
+	}
+	manifYAML = []byte("# Generated automatically\n" + string(manifYAML))
+	manifFile := filepath.FromSlash(folder + "/kuda.yaml")
+	if err := utils.WriteYAML(manifYAML, manifFile); err != nil {
+		return err
+	}
+
+	// Export API version in an env var for Skaffold's tagger.
+	if err := utils.GenerateSkaffoldConfigFiles(service, manifest.Dev, folder+"/dev"); err != nil {
+		return err
+	}
+	if err := utils.GenerateSkaffoldConfigFiles(service, manifest.Deploy, folder+"/deploy"); err != nil {
+		return err
+	}
+
+	fmt.Printf("Files generated in %s\n", folder)
+
+	return nil
+}
diff --git a/pkg/manifest/latest/manifest.go b/pkg/manifest/latest/manifest.go
index d3ce7c1..aae55f9 100644
--- a/pkg/manifest/latest/manifest.go
+++ b/pkg/manifest/latest/manifest.go
@@ -10,18 +10,25 @@ type Manifest struct {
 	ManivestVersion string `yaml:"kudaManifestVersion"`
 	Version         string `yaml:"version,omitempty"`
 	Name            string `yaml:"name"`
-	Meta            Meta   `yaml:"meta,omitempty"`
-	Deploy          Config `yaml:"deploy"`
-	Dev             Config `yaml:"dev,omitempty"`
+	License         string `yaml:"license,omitempty"`
+	// Meta            Meta   `yaml:"meta,omitempty"`
+
+	// The dev & deploy configs.
+	Deploy Config `yaml:"deploy"`
+	Dev    Config `yaml:"dev,omitempty"`
+
 	// Paths           *openapi.Paths `yaml:"paths,omitempty"`
+
+	// Release can contain the path to the deployed container.
+	Release string `yaml:"release,omitempty"`
 }
 
 // Meta stores the metadata.
-type Meta struct {
-	Author     string `yaml:"author,omitempty"`
-	Repository string `yaml:"repository,omitempty"`
-	License    string `yaml:"license,omitempty"`
-}
+// type Meta struct {
+// 	Author     string `yaml:"author,omitempty"`
+// 	Repository string `yaml:"repository,omitempty"`
+// 	License    string `yaml:"license,omitempty"`
+// }
 
 // Config stores a deployment config.
 type Config struct {