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+# Flows
+
+Flows are functions with some additional characteristics: they are strongly
+typed, streamable, locally and remotely callable, and fully observable.
+Firebase Genkit provides CLI and developer UI tooling for working with flows
+(running, debugging).
+
+## Defining flows
+
+A flow wraps a function:
+
+* {Go}
+
+  ```go
+	menuSuggestionFlow := genkit.DefineFlow(
+		"menuSuggestionFlow",
+		func(ctx context.Context, restaurantTheme string, _ genkit.NoStream) (string, error) {
+			suggestion := makeMenuItemSuggestion(restaurantTheme)
+			return suggestion, nil
+		},
+	)
+  ```
+
+You can define input and output schemas for a flow, which is useful when you
+want type-safe structured output.
+
+* {Go}
+
+  Genkit converts Go types into JSON Schema using
+  [`invopop/jsonschema`](https://pkg.go.dev/github.com/invopop/jsonschema):
+
+  ```go
+  type MenuSuggestion struct {
+    ItemName    string `json:"item_name"`
+    Description string `json:"description"`
+    Calories    int    `json:"calories"`
+  }
+  ```
+
+  ```go
+	menuSuggestionFlow := genkit.DefineFlow(
+		"menuSuggestionFlow",
+		func(ctx context.Context, restaurantTheme string, _ genkit.NoStream) (MenuSuggestion, error) {
+			suggestion := makeStructuredMenuItemSuggestion(restaurantTheme)
+			return suggestion, nil
+		},
+	)
+  ```
+
+## Running flows
+
+* {Go}
+
+  ```go
+  suggestion, err := genkit.RunFlow(context.Background(), menuSuggestionFlow, "French")
+  ```
+
+You can use the CLI to run flows as well:
+
+```posix-terminal
+genkit flow:run menuSuggestionFlow '"French"'
+```
+
+### Streamed
+
+Here's a simple example of a flow that can stream values:
+
+* {Go}
+
+  ```go
+	// Types for illustrative purposes.
+	type inputType string
+	type outputType string
+	type streamType string
+
+	menuSuggestionFlow := genkit.DefineFlow(
+		"menuSuggestionFlow",
+		func(
+			ctx context.Context,
+			restaurantTheme inputType,
+			callback func(context.Context, streamType) error,
+		) (outputType, error) {
+			var menu outputType = ""
+			menuChunks := make(chan streamType)
+			go makeFullMenuSuggestion(restaurantTheme, menuChunks)
+			for {
+				chunk, more := <-menuChunks
+				if !more {
+					break
+				}
+				if callback != nil {
+					callback(context.Background(), chunk)
+				}
+				menu += outputType(chunk)
+			}
+			return menu, nil
+		},
+	)
+  ```
+
+Note that the streaming callback can be undefined. It's only defined if the
+invoking client is requesting streamed response.
+
+To invoke a flow in streaming mode:
+
+* {Go}
+
+  ```go
+	genkit.StreamFlow(
+		context.Background(),
+		menuSuggestionFlow,
+		"French",
+	)(func(sfv *genkit.StreamFlowValue[outputType, streamType], err error) bool {
+		if !sfv.Done {
+			fmt.Print(sfv.Output)
+			return true
+		} else {
+			return false
+		}
+	})
+  ```
+
+  If the flow doesn't implement streaming, `StreamFlow()` behaves identically to
+  `RunFlow()`.
+
+You can use the CLI to stream flows as well:
+
+```posix-terminal
+genkit flow:run menuSuggestionFlow '"French"' -s
+```
+
+## Deploying flows
+
+If you want to be able to access your flow over HTTP you will need to deploy it
+first.
+
+* {Go}
+
+  To deploy flows using Cloud Run and similar services, define your flows, and
+  then call `StartFlowServer()`:
+
+  ```go
+  func main() {
+    genkit.DefineFlow(
+      "menuSuggestionFlow",
+      func(ctx context.Context, restaurantTheme string, _ genkit.NoStream) (string, error) {
+        // ...
+      },
+    )
+    genkit.StartFlowServer(":1234")
+  }
+  ```
+
+  `StartFlowsServer` starts a `net/http` server that exposes each of the flows
+  you defined as HTTP endpoints
+  (for example, `http://localhost:3400/menuSuggestionFlow`).
+  You can optionally specify the address and port to listen on. If you don't,
+  the server listens on any address and the port specified by the PORT
+  environment variable; if that is empty, it uses the default of port 3400.
+
+  If you want to serve flows on the same host and port as other endpoints, you
+  can call `NewFlowServeMux()` to get a handler for your Genkit flows, which you
+  can multiplex with your other route handlers:
+
+  ```go
+  mainMux := http.NewServeMux()
+  mainMux.Handle("POST /flow/", http.StripPrefix("/flow/", genkit.NewFlowServeMux()))
+  ```
+
+## Flow observability
+
+Sometimes when using 3rd party SDKs that are not instrumented for observability,
+you might want to see them as a separate trace step in the Developer UI. All you
+need to do is wrap the code in the `run` function.
+
+```go
+genkit.DefineFlow(
+  "menuSuggestionFlow",
+  func(ctx context.Context, restaurantTheme string, _ genkit.NoStream) (string, error) {
+    themes, err := genkit.Run(ctx, "find-similar-themes", func() (string, error) {
+      // ...
+    })
+
+    // ...
+  },
+)
+```