Building Workflows

The Shinkai Playground is a user-friendly interface where you can define, test, and iterate workflows for your AI agents. It leverages the Shinkai DSL, a language designed specifically for building sequences of tasks that your agents can perform.

Shinkai’s DSL

Shinkai’s Domain-Specific Language (DSL) is designed to help you easily create workflows that guide an AI agent through a series of tasks. Here’s a quick step-by-step guide on how to use it.

This cheat sheet provides a concise reference for Shinkai’s DSL, covering the core elements you need to create workflows.

1. Workflow

Defines the overall process and its steps.

Example
workflow WorkflowName v1.0 {
    // steps go here
}

2. Step

Each workflow contains steps that define individual actions or tasks.

Example
step StepName {
    // step body with actions, conditions, or loops
}

3. Step Body

The body of each step contains actions, conditions, register operations, or loops.

Example
step_body = { (condition | register_operation | action | for_loop)+ }

4. Condition

Conditions allow the workflow to perform actions based on logical checks (e.g., if a value is true).

Example
if $expression {
    // actions to execute if the condition is true
}

5. Loop

A loop runs a set of actions for each item in a list or within a range.

Example
for $item in $list {
    // actions for each item
}

6. Action

Actions are individual commands or external function calls executed by the workflow.

Example
action = { external_fn_call | command(param1, param2, ...) }

7. Function Call

Functions let you perform pre-built tasks. They are called using call followed by the function name and any required parameters.

Example
$result = call function_name($param1, $param2)

8. Registers

Registers store intermediate values. These values are prefixed by $ and can hold strings, numbers, booleans, etc.

Example
$R1 = "value" // Register for storing a string, number, etc.

9. Register Operation

A register operation assigns a value or result from a function to a register.

Example
$R1 = call some_function($param)

1. Comparison Operators

Comparison operators are used in conditions to compare values.

==  // equal to
!=  // not equal to
>   // greater than
<   // less than
>=  // greater than or equal to
<=  // less than or equal to

2. Range Expression

A range expression is used to define a sequence of numbers or items.

identifier1..identifier2

3. Simple Expressions

Simple expressions are basic values like identifiers, numbers, strings, booleans, or registers.

$R1  // A register
123  // A number
"Text" // A string

1. Strings

Text values are enclosed in double quotes.

"some text"

2. Numbers

Use digits to define numbers.

3. Booleans

Boolean values are either true or false.

true
false

4. Identifiers

Identifiers are alphanumeric strings or underscores used for names (e.g., variable names, workflow names).

identifier = [A-Z, a-z, 0-9, _]

5. Delimiters

Characters used to separate parts of a string into individual components, e.g. { "\"" ~ (!"\"" ~ ANY)* ~ "\"" }

Example
$LOG = "INFO|2024-09-20|Server started"
$LOG_PARTS = $LOG.split("|")  // Result: ["INFO", "2024-09-20", "Server started"]

How to write a workflow with DSL

Defining a workflow

Every workflow starts with workflow, followed by its name and version.

Example
workflow WebProcess v0.1 {
    // steps go here
}

Adding Steps

Each step starts with the word step followed by the step name.

Example
step Initialize {
    $PROMPT = "You are an expert summarizer..."
}

Using Registers (Variables)

Registers (variables) store information. They start with $. Example:

$PROMPT stores a string.
$CONTENT stores downloaded data.

Example
    $PROMPT = "Summarize the webpage content"

Calling External Functions

External functions let you use pre-built commands to perform tasks, like downloading data or processing information. The function is called with call.

Example
    $CONTENT = call download_webpage_and_save_as_markdown($INPUT)

Conditions

Use if statements to run actions only when certain conditions are met.

Example
if $TRANSACTION.value > 100 {
    // actions go here
}

Loops

Use for loops to repeat actions for a list of items.

Example
for $item in $list {
    // actions go here
}

Example Workflow

Here’s a complete example of a workflow that initializes a task, downloads webpage data, and summarizes it:

workflow WebProcess v0.1 {
    step Initialize {
        $PROMPT = "You are an expert summarizer. Summarize the webpage content in markdown format."
    }
    step Download {
        $CONTENT = call download_webpage_and_save_as_markdown($INPUT)
    }
    step Summarize {
        $RESULT = call inference($PROMPT, $CONTENT)
    }
}

In this example:

Step 1 (Initialize): Sets up the task with a prompt for the AI.
Step 2 (Download): Downloads webpage content using an external function.
Step 3 (Summarize): Uses the AI to summarize the content based on the prompt.

Building Workflows with BAML

BAML is a domain-specific language designed to simplify the creation and testing of large language model (LLM) functions.

It treats prompts as functions with defined input variables and outputs, making it significantly faster than traditional Python-based testing environments. BAML supports multiple languages, ensures type safety, and provides real-time prompt previews.

You can easily create workflows in Shinkai using BAML. You can test your functions in the BAML playground for instant feedback.

For more information about BAML, explore their documentation here.

By following these simple guidelines, you can easily create powerful workflows with Shinkai DSL and BAML!

Enabling/Disabling Workflows

Workflows can be enabled and disabled at convenience. To do this, simply go to Shinkai Tools, browse the list and switch the toggle on/off to enable/disable them.

Get Started

Basic Features

Advanced Features

Experimental Features

Shinkai’s DSL

1. Workflow

2. Step

3. Step Body

4. Condition

5. Loop

6. Action

7. Function Call

8. Registers

9. Register Operation

1. Comparison Operators

2. Range Expression

3. Simple Expressions

1. Strings

2. Numbers

3. Booleans

4. Identifiers

5. Delimiters

How to write a workflow with DSL

Defining a workflow

Adding Steps

Using Registers (Variables)

Calling External Functions

Conditions

Loops

Example Workflow

Building Workflows with BAML

Enabling/Disabling Workflows

Get Started

Basic Features

Advanced Features

Experimental Features

​Shinkai’s DSL

1. Workflow

2. Step

3. Step Body

4. Condition

5. Loop

6. Action

7. Function Call

8. Registers

9. Register Operation

1. Comparison Operators

2. Range Expression

3. Simple Expressions

1. Strings

2. Numbers

3. Booleans

4. Identifiers

5. Delimiters

​How to write a workflow with DSL

Defining a workflow

Adding Steps

Using Registers (Variables)

Calling External Functions

Conditions

Loops

​Example Workflow

​Building Workflows with BAML

​Enabling/Disabling Workflows

Shinkai’s DSL

How to write a workflow with DSL

Example Workflow

Building Workflows with BAML

Enabling/Disabling Workflows